{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用SVM中SVR对波士顿房价预测，熟悉SVM的回归问题应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "import sklearn\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 设置属性防止中文乱码\n",
    "mpl.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def notEmpty(s):\n",
    "    return s != ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "样本数据量:506, 特征个数：13\n",
      "target样本数据量:506\n"
     ]
    }
   ],
   "source": [
    "## 加载数据\n",
    "names = ['CRIM','ZN', 'INDUS','CHAS','NOX','RM','AGE','DIS','RAD','TAX','PTRATIO','B','LSTAT']\n",
    "path = \"datas/boston_housing.data\"\n",
    "## 由于数据文件格式不统一，所以读取的时候，先按照一行一个字段属性读取数据，然后再安装每行数据进行处理\n",
    "fd = pd.read_csv(path, header=None)\n",
    "data = np.empty((len(fd), 14))\n",
    "for i, d in enumerate(fd.values):\n",
    "    d = map(float, filter(notEmpty, d[0].split(' ')))\n",
    "    data[i] = list(d)\n",
    "\n",
    "## 分割数据\n",
    "x, y = np.split(data, (13,), axis=1)\n",
    "y = y.ravel() # 转换格式\n",
    "\n",
    "print (\"样本数据量:%d, 特征个数：%d\" % x.shape)\n",
    "print (\"target样本数据量:%d\" % y.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 数据分割\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, random_state=28)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=3, error_score='raise',\n",
       "       estimator=SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma='auto',\n",
       "  kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False),\n",
       "       fit_params={}, iid=True, n_jobs=1,\n",
       "       param_grid={'kernel': ['rbf', 'linear'], 'C': [0.1, 0.5], 'gamma': [0.0001, 0.0005]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, scoring=None, verbose=0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 模型构建（参数类型和SVC基本一样）\n",
    "parameters = {\n",
    "    'kernel': ['rbf', 'linear'],\n",
    "    'C': [0.1, 0.5],\n",
    "    'gamma': [0.0001, 0.0005]\n",
    "}\n",
    "model = GridSearchCV(SVR(), param_grid=parameters, cv=3)\n",
    "model.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优参数列表: {'C': 0.5, 'gamma': 0.0001, 'kernel': 'linear'}\n",
      "最优模型: SVR(C=0.5, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma=0.0001,\n",
      "  kernel='linear', max_iter=-1, shrinking=True, tol=0.001, verbose=False)\n",
      "最优准确率: 0.7350447806084769\n"
     ]
    }
   ],
   "source": [
    "## 获取最优参数\n",
    "print (\"最优参数列表:\", model.best_params_)\n",
    "print (\"最优模型:\", model.best_estimator_)\n",
    "print (\"最优准确率:\", model.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集准确率:74.06%\n",
      "测试集准确率:49.98%\n"
     ]
    }
   ],
   "source": [
    "## 模型效果输出\n",
    "print (\"训练集准确率:%.2f%%\" % (model.score(x_train, y_train) * 100))\n",
    "print (\"测试集准确率:%.2f%%\" % (model.score(x_test, y_test) * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mALgdM5DKykqj7DgrK8s4tj8vvfSSkQEF+3s7f/58EhMTiY+P56KLLmLVqlV0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\n/o8R7Z/hIVvzKBjtvX7Jog/IbNOt+U9IokpLf35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Dh6od1QgFfNDQ96d/HxbJf8nBK599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JxYIm+5hcb0C1DJZyDLrYoojFsRAoeyDca6aGC1WFGRLbpIIgobUmGxAGecIVpve6Hv089yO3Qo\n2Rg0CJn/eBHDM8nv6rUAB5/9LVBVJdpugymf/HWgu5eKe3qWWwWvyjvo7Zuzz0S6LZ2OlOnx9MR1\nTJqWfDZnAJ8McRscjfj3fPLKZyeQteFLIfsiUPBQj6cHP171Y7r9vWnfw9whc8WD3n+f2OrPPNNv\nzFS8YLVYcc3s7/jd//yiF3DejP/xu3/+aJZ90O/IZ7jKZyi229TY225HVUyh4xiBpPIJAJjtZM27\nerHAfqDKJ7OOBfJg8+STt94AZLYfPwdrcJ1ykcrJQWk6+5BFoiQ6nA48sv4Ruv3gZ0Dx4puRl1UE\nG8hra7e4xXCQIBDIp9cOpKSgtHAovS/SUSt/+Yr1el457kqMyCcKjyRJCWG9PdxymKZ4DbUVIs2D\nuJDPYLZbWZax/Mj7fve3Ntf53Rcp/MhnWRlRyoqKMPEIW3z1OfJ5wp98RruvRGu5lTRKgoAjioV6\n5EjjY2KJW28F7ryTnAcXL6afy0EffED23347pg+ajrtnM2vXfR/eRy5qkfR9dnTQ5D8AUVE/+SKZ\n3oxPFYLy2aSxXEeofEZj1MpV469iZN9yFDvOHkfU8Z/9zP9gtd8zUNiQigiVT1mWRdttjvnFrbbv\nMyrKJwDMmyeGDvVC3ycfNpTtgt+1YmL5VHp7zzwyZu1EEftghNLz2RKKbS4SGJDPHSd3YGcDKQyl\nuYHFq6sgSRItGgNApys2aetmcKTliN99Szv050kCiKvyKcvizPTiLgAbN+KO6bfR+5bvXW64kH9i\n4xP0981Py8fj33rc/6C3lUTieFtuNbhu0nXC9sNnP4xbp92qe+z0hTchXakfHGs95jdbtk8jUvIZ\nauBQOLZbncAhr88rFHpGDZkqKp+94NBIePKZb2HvrCnJWVU+JWa7Nez5BJDtY6qPtqpwouMETe8q\nTi8iJCY7G7BaUcJdcCIhn09sfIJWd4c6LLjnKwA33wxJklCSxprLQ6kAC+RTInbbslI2mzSS19vc\n3Sw00t93xn3C/kQgn/zPHScrf8NYkc8AF7/8IMPFd9fvxkG3/8KxrT36Cy4/8llQQP4mS5diUiMj\nU30t8VaPfEZb+eQtt/znWxfxJp8A8Oc/k7mJVVUkAGj/fuR//TUZ+3LDDQCAX5/7a5QpbogTHSfw\n6PpHGfkMR/lUVU91TuQbb5iaYRYIguW2A34zPlUI37PW6AYOOVKYgyZc2+2I/BFYPGEx3X7q1rEk\nQOW554BVq8SDe1H5bHe1U5UrwwWkFxjPqtSC7/vMTsnGuKJxYb0GP8yd2+u2W77onOUCUz4VTCzi\nQtnuvRFYvRp1pzFLfTDlUyhCenTU7mjD5wO2KedFDfnkZ3su2gfkvLEc6OgQyGe8rLeyLAv9+ypW\n7n/HuPc3jj2fbc42uH2EVWW5JaQNGQE4HJh2SqJOAJfXhX998y+/xx5pOSIEvv3fef+H4kxNoFpX\nF6AWDROMfM4dMhdXjrsSAHD37LvxqwW/MjzWftY5mHOCrTH6Vd9nL9hu+cAh07ZbWQ6ofNa211JX\nUXFGMbLTc1HoYwW1pPIJINfKehVN9aOpyqfErCMBlc8A5FMIG8pQqsLKG1lawC6+4dpLq9uq8dSX\nbJbT/33sQ/qEKaTfB0AxZ9cKpQLME518ZTxAyVDWp9bY1Rh25PXz254XmuPPGnqWsJ8PY4nXuBWh\nP69TOTMkoPK5fO9y3ads62ymc+aiBV3yCQALF2Lihd+m+yqPb0VfQUt3C60cq8oSQNTbaEaFhzRm\nJRHIZ2oqsGwZCRH65BMymBwArr2WVkFz03Lx1AXs3POXr/6CHeUKcQxH+axVFMczziDftepq4PPI\nFhl8kay0E8bkk1c+2zXn4ghHrbTnsZVFuLZbAPjp3J/S2/+u+RB1v1Z6/L//fVa46uwE9u8nwR5G\noyV4RKh8Cv2e3fCboRoIPPmcVT5L+P5FhDlzen3cip/tVqt8Conge4ELLsAJLzufBuv55Isjrd5e\nUBX37yeW7ooKVqAAUTve2PUG3b7FPZE4FpYuTQjyebLjJHo85PuahzSMVPhkm7MNqw+v1n9QHJVP\nwXLrSQXOPptsbNiAO2feSff9c9s/heuRLMu4Z9U9dJ77rPJZuH0Gy/igWL2aENDZs/0KIvGGRbJg\n5fUr0f5AO/56yV8Du4HS0jBfGk43+5X11uFAUy8GDjlcJm23PT3Erp2aqnvt4y23owuIMFUkMa6V\nJJ8Acm3spGhKclaVTzDyadjzCSBHZhHeWvLJ93sOTVGqUsriraSMJRGG20P50LqH6Ml2ZlcebtgN\n0gukfJFLctmFo77FfB+goHwqCzP78JEoUC7qPtkX1ofL7XXjmS3P0O37Tr9PPOksW4bxNcweHDfl\ns4n93PHqrxln8qk3aoUnn1Nyx9LbrRaXqeHDocCPfHILzYm3PUBvVx75kixI+gD4sKFpZdPoib/T\n3Ul7fqOBkMasJAL5BIDBg4GlS0kfnTr787bbhEOun3w9Fo4g/The2Ysf5X9OzOqRKJ+DBwM3KmmI\nEVpveeWzLJDyyZPPLo0CEumolXyOfIZpuwWA0wefjvlD5gMA3D43/jrDTfq4Tpwg/bkA6ZOVZWDC\nBHNkOULlU7DcdiEk8jm1jFlRzx1+blg/XxfZ2SjOYu9zXGy3WuVTM+vT4/MIBefSrMC9ssJ1wNcV\n+yA+A8vtmqNrcKKDfFZKM0tx/lVKQWTJkoQgn7wNcGRXGq7lTDhL9yzVf5D6mW1ujthpESqEsCEp\nEzjnHLLx6ae4bvJ1lDQcaj6EdUfX0WPfPfAu3j9I2m0kSHj2kmdhtbD2LwrVcrt4sf++BAH/uQmE\n+aMW0Nv9jXwmZOBQkLChQ81sosKoAsJlCm3s+jbgA4cAIM/O/iCmyKfTCa8EuBXbrQQJKVaDGVEI\nQj75GZ8W5SSnKp8VzGZU31kf8gVl+4nteHUHs8A8ubydVI9vZDHWJZnsolZfewBmIZDPbIU0Dx8e\n8biVt/e+TftuSzJLcP3k69nOzz4DrrkG43/2BL0rXuRTUD6rlMVnHGy36bZ0+tlzep200ACQOaSq\nPTTNDdww/Wa6ry0VRDmKIgyVTwCjC8fAbiEOgJoMD9p+cEvUlddYgA8bmjloJiaXTKbb0bTehjRm\nJVHIJ0Dmwj1Bvo+dw4cD8+YJuyVJwt8u+Rt97zehGtvKEZnyWVHBzmFvvRXRDEphxmegnk/eduvi\nrhGyHLHyyV8TwrXdquDVz39sfw4dz/+NzApeupSMqFEtt2b6PYGIlU8hbKgbhgsVPVwz8Ro8dNZD\nuP+M+/GTuT8J6+cbobhiDL3dG8pnMNstX3A60HQAde11VMkqyigKuL4AiPMqFSTB1C35qHMoZjAg\nn7zl9obJN8B2zXUkFO3LL5HlYUXkeJFPvt9zxCknruPI5zv739HPvUhJIa1QPh9bcPcSBOXTnsuU\nz88+Q4Y1DTefxq7pavBQl7sL96xio7Bun3E7Zlfo9Eu7XGS+J5BwlttwMHchCyj6+sTXce0rjio0\nttvC9ELjY3mEa7s12/MZ4pgVAChKYdfRpPIJIJe74Ju13XYzJy3SbGkBLQE5YD7nQMrnEFkhwYry\nmTlkJDKVdZXT6wwphUqWZfzso5/RUJzLU6ZgwWEv8K1vAeXMwsOnJNafOur3PEYQyKeqng4bRhZw\nCsJRa/nxKj+c9UM2183rBe69FwAw+pQbVuVjdbztOLrcXX7PE0v4ZJ9okzyg/C3ioHxKkmRovX17\n79v09oUNOajIYwuetjTEnnxyKofNYhN6tvZ+tgJ4+mkI6OkhYSj/+hfwk58A551HFml//nNUX2co\n4Ps9Zw6aiUnFzKoYrdChtp42GpCQYk2h4VqGiMeYlUD46U+BFSuw+7e/9Ru5AJAeVr6ItGI8IlM+\nKyqA004DJk8masRqA7ucCQgzPrsthsqcoHx6uJOc0oKBlJTgY0sMIKhiEdhuAeCKcVfQC31rTyte\navsUeEqxPv/oR6y/y0y/J8DIZ7jKZ1f4yqfdasdvFv4GT134FDJTMoM/IAQUj2aqaq/bbr1Wv79D\nTmoOtRm7fW58dvwzui+Y5VZFviXE9qFIoEM+O1wdwjXn5qk3k8LHTSSZNetEk3BsPMDP+BxR142p\nHZkYWzCWvqYPDn6g/8A49X3y6ndxehEpOFZUkEJ0ZaUwP3XFvhVodjXjd5/9DsfbiCunML0Q/3fe\n/+k/+Zo1hExPmQKMGaN/TB9C/uyzMKmJqLte2YvNtZvj/IqihEiVz/37Cacw+peXh9xXmOpvmmcE\nCBsC9MlnYToTJJLKJzQDVk0GDvVwY5IChQ0BQI6FVcQDKp9u5ROmVhLKy1HCFW9C6ftcfXg11h0j\nNgyrZMUTa5S34ZZbhOME8tkcpu22cDB93aUuxspDVT43127GFzVfAADsFjvunMV6GvCvfxFikpKC\nFC8wysHegP2N+0P6OZGi1lGLTjd5Y/LT8lF8rIEsPAcFDoUIG+pJxEAtMrLe8pbbxZZJwue8NQ3M\nKhkl8BUzrfIJaKxlxSBJnA8+SBYnkyeTofczZgDf/S7wpz8Ba9cSgvzww1G3CJuFQD7LY6N88oWM\nsYVj/eYbCujuJiTMZiP200SAMh+uu6LC8JCrJ7DK+ooJiEz5VItnyqI2EuutEDhky9Mlz4BG+bS4\nmNoa4ZgVn+wTFuJmLWZGsFqsuP+M++n2n778E7zf/x5w8cVASwtTOsJRPsNwKvALjKIQyWcsUTTl\ndHq7sbMXAof4AkNKtu7njD8/rjm6ht4OFjakIo9rH9JrwYgaXC6moM+aRe9+e+/btBA8sXgippcp\nnzHFip91jBUwEsF2O6IVkGbMxHWTWaqqofU2Tn2fgu02u4x8bri+z8klkzFvCHGbeHwevHD0Bfx+\n0+/pYx7/1uMozDBQyvqA5TYkWCyYbxlGN/uF9dbniyxwSC0yOhzG/9rakPM2K7qYtt2GMmZFsd0W\nZTG+kVQ+AeTxzfpmlU9ufRgobAgAciRGTgMGDvUoKp/6ZhYVobSTXaRCIXPLKpfR27ePugYT1uwg\ni3vNEGGBfLabr24L5LN0OL1damUEJ1Tlk1c9b5hyA03KRFsbISkAGW5fUoLxdcxq19vWW8EimT2C\nTC8rLyeEIBYYM4YkfFZW6s7t05v1ebz1OLbWkWAfmxe4fOj5AkntFdutZqHJq4aVl8wiavbvfkdS\nS/fsIYvb8eNJaM1jj5GF8jnnkP7QfxrPMosV2nraaN+CzWLDlJIpMVE+Q7LcHjtG/h82LHaftxjg\nglEX0L74vcXAPmdtkEfogFc+AZqqi3fe0Z9naQJC4FC68UVdUD7TwchzhGNWOl2d1J2SYc8IXHgw\niVun3Upf79HWo1ixfyWwZIn4fZw61eDRGmRmEsuhK7wecb/AoRBst7GEoHy2xX4sg2C7zdD/G/Dk\n85Mjn9DbwcasqMhLCdHBFS527yaK/5gxwmeKt9zectotzA02YwYwfTqy29k1OxHI58gWALNmCSM9\n3jvwnv5ri9OsT952W6IGUHJ9nwBwx0ymfn5w8gOaMHp6xen43vTv6T+xxwOsXElu9wPLrYr5I8+h\ntzdVb+r1n3+o+RAe+OSB6KXtdhKRIyzyabGQROrWVuN/SgtPbh0jgiErnzrndFmW9ZXPXNbWkhy1\nAiA3kyk0ZgOHBOUzQNgQAORY2ScnkPI5tENpCFdlbElCiY8R21CUzwNNrH9z0X7lLVi8mCwmOAjk\nMwQZXCCfFSwYqSydRXmHMuuzrr0Ob+55k27fe/q9bOdvf0tsevPnAzffDNx6Kwv5QRzIJ9/vaVMW\nBrGy3AKkZ2b2bHLB2LDBb7egfCopxLz96byjQN5pc0Rff2/YbgMon3vGFZKCwo9/TBbGmzcTArF3\nL+lPe/BB4LLLgAeUoKKnn2YWx14CHzY0uWQyUm2pmFTCyOfehr1hJzrz6HNjVsJAhj0DF42+iG6v\nKKgPXUnTKp/DhpFAne5utpAKEULgUAB7o6B8poH1QEYYNsSnhkcSNsQjMyUTP1SVaLMAACAASURB\nVJr9I7r9xy/+SP5mf/87uWPs2NAUyAhCh4TAIQ+ZB50IKOYq8A3t4Y8FMwvBdpulr0Tx50d+XVCe\nZdJ2q3MdiAl0LLe1jlqsOULUWgkSbjrtJvExt99Oel0VJETPp0I+J5VMon/7bk833jvwnv8D42S7\nFZTPEqXNglM+Icu4ZuI1QnEMUEKGLn3WOCH6s89IG8+YMcR11E8w/9xb6e0var6IaiJ9MMiyjKuX\nXo3HP38cl75xaXTawRwO+CSgibu8GCrZerBYAltuhw0DrFZk1zNe0u5qN7euCRA41NTdRLlOpj2T\n8ozC/ArhmFBzbNYcWYNbV95q+vjEJ58ZHPk0Iznr9HwGghH5dHqclFBaJAsGtSlvOPdmlkpsQRKK\nksiTz7ErSIVMa7kFNOTTa76ZXiCfQ1gvX2kuu1CGotS+d+A9Og/uzKFnYsagGWTHgQOEeEgS+//7\n38cEjnz29rgVnuyOdynV5liST4D0PwKkT0ODfB3lXrDcVgKYMkXsDY2B7TYU8lnZtJeom3/5CxkF\nMXs2mRGpxQUXkP6+EyciTjYNFdqwIQAoSC+gNjin1ylU98JFnw0bChFXjb+K3l4xxhNa4rEsM+WT\n61mPxHory7KYKFpg/B32Uz5V8hlB2ND6Y+ux8OWFdDvSsCEed8+5m4bUfFnzJVEBrruOqMTLlgV5\ntAYRhA4JgUOWyCzF0QQf2tHkNbnYigCC7TZPf9Ypf37kYVr55NYxMVU+dcjnG7veoAr+uSPOxeAc\nTUvADTfEnXy6vW4aZggAw9oAzCTndV791LXexst2y/d8litz1MePJyOuTp4EDh5Euj0dt0wV13Y/\nnPVDtobSw3JlfbB4sWGrQV/EyMlnobSbiDitPa2obKjstZ+9uXYzdtXvAkBELD7PJWw4HGhNA3wK\ni8pJzQkaPhYSLBagpARWGciyMWGKd2oYIoDyqbXcqi6ItMJSmmPj8XlCyrEBgK11W/HyjpdNH5/w\n5DMrqwAWpUDS6e6E2+sO/ACnM6Sezyy7+Kaq1Rj+RFieXQ5bm/KGc29mSSq7oJglcw6ngx6bItkx\ndE8tIUcLFvgdW5zBlMp6mKvUeH1ekWjkMSm9tHh4yK8XENWfi0dfzHb89KeA2036AJULBcaOxfgh\nrGcprrbbNuVEEGvyuVBZpK5d67crL1UMHDrRfoJaTiw+YFFtFjBkiNjbHAfb7eiC0dRWWNVWJSzI\nDCFJpDcUAJ58slej7rVhQyqi3fcphFf1lTErYeCysZfR939LBVB95BvzD25sJOeB/HxRZbzmGmI/\n/vjjkPtIW3taqUUtywlklBj3rPIFnuZ0QFaJcBjKZ1tPG+549w6c+/K5QvGC74uNFGVZZbhpClOf\n/vjFH8mNyy8nASOhIFrKpz165DpS2K122iMpSzFWCqGx3RboJyobFZ7M9nzmZzE7Xm+ST1mW8crO\nV+huPoGVIi8PWVZWoIkH+axqq6Jrr3IHkJaRA4wmhI4nn6sOrvJfFMeLfDpYwadYLexr+j4BYr2V\nSAMQijOK8duFvzV+Up8PWLGC3O5HlluABDDOl1iwYtTsrybw2s7XhO2onFPa2wXV07TlNhQo48Vy\nOfJpihQGCBzSs9wCAAoKSO+/glD7PmvbQ2vXSXjyacnMQg7n6Av6h+/pCann05qSiizu+dUTrxA2\nlDNE980s5UehmLTd8vN1RroyYJVBFAKdNEZe+Wywu0zJ4G3ONlrlzHVZhD6l0nI2SzIUpXZ/EwsN\nGleoKKkffgi89x7pOXrsMeH4cYtZn8OBpgMxr1zzEMjCSWXWa6zJ57x5RF3ZsQNoENMZtYFDK/et\npO/P2ceB4lGnAZIkKCvtqYCvpjpqZE6WZWHBk+uSiF2YQ4o1BWML2efDtGJ9/fXk77t3L0vr7AVo\nw4ZURJN8Oj1MPZUgsc++Efow+cxPzxfmNa7krOFBoZC9j6fn4tH1j7Je+cJC4KKLyOf4zTcDPIE/\nzM74BEhrRaqV9OS7rUDXSeXcHWLg0Lv738XEZyfiue3P0ftyUnPw/OXP43fn/S6k1x8M/HiSFXtX\nCNXokBCB8sn39RSlJEa/p4ribEYCGxqOxfRnCbbbEv2gsPz0fF2iaVr5zGaF5JgFDnV1kf58q5WG\nVu08tZOeB9Nt6Vg8QT/AJou7/sSDfPr1e86YQddE44rGYWop6QN2ep34777/ig+OV89nB6d8ZrL3\nl/Z9KuRzQvEEvHLVKzin6Bx8+O0PhWKZH776ipxPhw4VAqP6C+aPYH2fvRU65Pa68Z89/xHu492B\nYUOTdGt6zEooUMkn2DXMlAPUrPKpIZ+FHPkMNfFWnQpgFglPPpGejlyOHAbt+9Qqn0F6PpGaSgZL\nK1AVH2HMSu4QXQ91aR6rxptVEg82HaS3x1Qpcbk361QjQfqDMuzk0+20Ae3dwSumguXWK1oASkew\nhXkoyqdgZS0aT1SO+5XUxocf9pu/l3/tLTSMyel10mjxWKOlu4X+XqnWVAw7rrxnsSafaWmk5xUA\n1q0Tdmltt4Lldi9oT4fVYqV9ZbIEOKye8EZe6KDD1UGrypkuwJ6Tr1vs0A5TNwW7HbjvPnL7D3+I\n+LWagcPpoNZ1q2TFlBKmFkUzdOhg80H6dxueNzyoi4KOWemD5BPQWG9rPglwpAa1tagsBi458zh+\n9emvMO0f07D6kDJiJUzrrRA21ImA5FOSJLHvs14535gMHKrvrMcNy2/AFf+5QriAXjnuSlT+qBK3\nzbgt4LiucDC5ZDIuHHUhAECGjD9/GebIomgpn7FYOEUAoe9z+8aY/ixe+cwuHWp4nJ711uyoFZ58\ntnbFqDfx669JUNykSbRN4tPjn9Ldl4+73HBcUFYGK6p3uONAPlvEpFvqpPr/7L15fBv1nT7+jCTr\nsGXLlmzLcQ4nIc4FuQg5IE0ICXe4AiWFEgrlXNqlpbDb/W3LFgrti+5uod12Wyi09FsIxwKhUI6W\nhEBCTkhCEpJg57TjOHHi+7ZlHfP74zMzn89HmtHM6LJs8vyTkTU6Io1mPs/7ed7PW0Jc6+0g9HyK\nooimAH091qWmKJ8b6Ge/cvpKPHr2o/HttgC13F5//bCy3MpYsIg6PjYfS+/vWsaaI2tiVLyUkM9E\nk27NoJScBwsitJfQUPZNnJ5PTvn0pk75HH7kMzeX2AQl6FpW+vu5nk/dBaPDoaqsskm3YwrGqCqf\npcU0Otqo8sn1e54OkerWVPV+EiCq77NOX41if1RFFr5Pr7SSzo9r6mky1PDdF+xDbXstANL7OsE7\nAfj974HqamKL+d73Yh/kcmFKDr0os7bddIJV6yYVT4L1uGSdTjf5BDT7Plnl80jbEayvXa/cXl4F\nzmbHhQ45kLK+T71+TxlTi42Tzze+fAPj/2c8Vr65EoFvf4v8Lj75hIQTpRm7T1FL6NmlZ3O/8VQq\nn1x4lZ7lVhSp8pktMz5N4trJ1yrbn/R8aTzx7sQJ/PICIGQhin5bfxuueOkK/PyTnyNy9VUkSO3T\nT4HDh3WeiCJG+SxTt0PK4Po+WyX7j47yKYoiVn2xClN/NxWv7qOV8dK8Urz29dfw12/8FSMLtO2+\nyeKh8x9Stp/f/XxiC6IUKZ8+t3qv42CBXcw37U/vOYVtMXCP1P7tsoUtGUrquw6KmBl67d1pml2q\n0u+5v5EW4OaWz9V8qJsJdhwM5TMmbCiafDIjV9YcWcOrx4Ngu+0e6EZAJC1groiVn3U7bRpZ9NfV\nAcdMFN5FcfiNWInCrMpFcIYJqT7aUWMq+DJRsEnPMtKhfKbVdhukVM2U7VaFfLLuywneCfQOr5ek\nnkswm3g7LMmnhyGfupKzyVErWuSTs916Rqt+mf5yOvzXqI31UCujfLZANWiIhVnyyZ6UvTa+yuko\nGaEQ+bAYNnRwHWo9pNhExxWOg6OtE3jkEXLnU08BDofq4yZPukDZrm7Yq/s6qQBnuS2eQvsmB5F8\nsovidw++i7BILMjnt7kxsgs8+Yye9Zmivk+9fk8ZbFpsPNXww6Mf4ubVN6OmvQYv7X0J933yQ4j/\nJFmtM6B+qoUNyWDViYMtB5W+wURgKmyoqYlErxcWZs28RLMozy/H+RFCtsKI4J2D7xh6XMPJA1g1\nnf+bCBEPf/wwrn9nJTpuWEb++Morht8Lez7169hugajE2/aowCEN5fM7730Ht/71Vk4B/NaMb+HL\n73yJG8++MeVqZzQuHn8xpvvJB9cb7MUfdiQwskgmnyaVz/5QvzIP2RYGCjSCdgYL7EKu+Uh6rx/d\nvfT8mJ+vvYCMVj6LnEX66wsJXPtFJskncx5nz+/RcBdQ5Xuwbbdqyuf4ovE4r5zYUIORIP5a/Vd6\n5yCQTy7pVogK67JYgIULyTajfupi927invH7gfPPT8G7zD7YrXbMEai1Pd19n52BTrx94O2Yvw85\n8sm6P83Ybs30fBYVJax8RsTIMCSfXq85263JUSuGyGeBuu22dDQdvWBU+eTIZ4eF9MzFAUc+G/SV\nA852GxXxDUFA2QC14hqpOh1opv2ek4snAz/5CfksLr2UjNvQwOSJC5Tt6p3/0H2dVIAbi+E5i1yM\ncnIU60JaMXs2+aEfOcJVO9lFRzBCw7Ku3yORIiZKnZv1mSby6YmnfBqw3e49vRc3vHaDkn4MAH/e\n/Wf8arGTfNarV5tSuBKBVtgQAOQ78lHhIY6EUCTEOQ3M4quSdMtieS79PN802Pf5m64PEZQmUc0e\nMRsXVtC+nrcPvI05UzdjfwmI9dZgfLsZ2y0QpXz2SBfNOIFDvcFerrdzjGcM/nHLP/CX6/5iLi4/\nCQiCgAfn097P3372W/PFEtl2a1L5ZAuP3j5AKMyuggmnfDYcMT/6xwTYdhYtWyoQSz6NWm4B/tze\n3pumnk+VsCGOfKootzLcTPFhsMnn+H6XEjbEQtN6Owg9n+yMz5Kc2AV+dN+nIciW2+XLSd/uMMWC\nsQuV7XT3fb5Z9Sb6Q/0xfx8ytlvpulfQS12Khmy3Gspnz0CPsu63WWxEWJNhs6E4TMUkMz2fLb0t\n3PrWCLKffBYWojBIf4i6tluTo1Y0ySfb81kwSrWSUDR2CmxSlk5HoEP1II8GZ7v1n01iueOgNJch\nn821us/Pkc+82Of2g1bpjPR9cv2eog949llyYvzVr+L2JLA2xarjuzT3SyU4sgDp/z5qlGp/Y8ph\ntdLEYkb9ZBcdLG7YPUAWjj660B1s222ltxJWgfzWattr0TPQw91/susklr28TPmNyPsCwL9+9jO8\nf9eFZJH41FMped9a0AobksEpuI2J931+FWZ8RmP5CBo6tObIGt2FaFegC8+46Gf844U/xtpb13Kk\n6lD/Ccy7B3jNdgD4/HND74Oz3fZadNVkTvnsbSXHYZxRK4daaD/v6ILR2HffPlw24TJD7y2VuHna\nzUqQTUN3A17Za1wdBpCw7ZZdWBT3IuvUejbApUnoAw4dirN3cuhijnG3XXvkTDT5NBo2BPDFkbSk\n3ba3k8/I4VDcNA3dDcprFTgKYkesMHAXUfvwoJBPtudzzHTVa/aKs1co2+uOrqMEcBB6Pjnl06VC\nOlT6PuOisxN4/nmyPUwttzIWzP26sr35yPq0vhabcstmQww55bOLFiWTsd2y9vaxhWO5QFIA8Fmo\nfdyM8mlW9QSGAvkUBC5m2Ijt1pTyabfrK5+OEhKy43BwCxlLgQclfZSA6amfrX2tykHvCgLllTrN\n54hSPtv0o4w58umJ7Ufx25nxMAaswtUtDPl8bxtJrvzud+P2qQL8Yr3a3gkcOBBn79SAs932ScdM\nJiy3MlSst2rJdrNc44m1KGqswmDbbh02Byp91ErOkvmuQBeWvbxM+V3k2/Ox9c6tuGA0sVdHxAhu\nHrkNX5YA+POfY1J/U4WuQJeixlsEi2JbZHFOSfJ9nxExwqU8D+cxKywmjJqOadJpIRAO4B+H47sW\n/rTrT2i3ERW8Mm8Mrpl0DXKsOXjysifxyg2vKIFpPTnAN24E/mX1vZxqrgVO+cwp1C0gccpnTphc\nfOMon+x3O90/Pa7ilU7YrXZ8bx7tm39y65PmhnsXF5PCV2srEAjo7y+B6/fsQ/aRT1b5zAOwZUva\nXqs7TBud5NA3Nfhyfdz12OiYFSDKdjtgfGa3YezYQf6dOZM4UMAX3qaWTI1rI3cXUxXX0JitFKJ7\noFshczlhoPwcdcvpGM8YnD+K3BcWw9SZ4fGQ80NnJ1mnZQCc8lmg0vc7axbgdhMX0EkDC/NHHiHW\n+Xnz6Oi2YYoLxlNnzOdNX6A3aGyMoFmc6DyBj2rI+DsBAr4757vKfUONfBZ0UGHLkO1WI3BI03Ir\nodhGU6/NKJ9mx6wAQ4F8gp+VaMR2m2zPZ1egS1mwO6wOlAxIUmp0864gwM/YWPXIJ5t0O6EVsEyL\nXThHg60AG7H2cuTTFxuW4XdT+5pZ5XPS5oOkyvjoo7qPG1UwSll4tuQCzX/6re5jkkF/qF+x7ggQ\nMFH+3QwG+fzoI8UmpqZ83hCQCApjuY3eN12223jKJ6BuvQ1FQljxxgol6McqWPHGijcwZ+QcvLni\nTYzxkITIzlA3rr4zFy1CP/C736XkvUdjz+k9Sg/y1JKpyjHGgg0dSjTx9lj7McXJUJpXCq9L+zMD\nMGzIJ/x+EoQlgeutikIoEsKvtv1Kuf3gzPtgtVA1/KZzbsK2O7dxoQZPOnbikhcu1lV/2MJYmTO+\nOwSIIp8uECUwTuAQ206gO0Inzbh39r3Ik+ZN723ci011JlIgLRZqSTYxS5VLus1C5ZNdyDXlAti6\nNS2vEwwHEQAphlhh0V0vsOfHRMlneygNyqIc9KbV7xnHcgsAbmbETKaVT1b1rGgHrLPnaO6rar21\nMM6IDKmfnPLpVVlj2Gw0AV/Pert7N/Cb35D/x9NPZ8apNYjwuryYYiHnrBDC2H5ie1pe55V9ryhr\nhSXjlmCaP8XKZ1cXWjKlfLZRgq7LgQYGyNglm01JvZahOWZFgs9BrwNnlE8AHiaJzYjtllM+E0i7\nZVXPUQWjYOmQZG6V5l0/6JerpyTGhA1FkQ81cLM+B/R7RTjyWVIRc7+/iJ4o9d6vKIp8z2czgMcf\nN7RQsQgWXv384CXyo0gTDrYcVGx044rGwVkv2dAyST6nTCFW2lOngC8JcVMln4ekYkYc5bPDgYwr\nn0Bs4q0oivjue9/lFLBnr34Wl551KQBSzPjbTX9TFs9Hnb34+gog+PvfkhNgihEvbEgGa7tNVPk0\n1e8JDB/yWVqK5bTehHcPvqvZh/j6/teVVPDiHuC2r/1zzD7T/NOw/e7tuHri1crf1h/bgO//4/tx\n3wZru/Xn6yeKcrZbJ4iKECdwiJtdXDy45LPIVYTlU+iYG9MFkwTGrcQonyqpiIMJtujanIu0KZ/s\nmBW3xakbMiXPmwTIdcYouJaKSJ+hpHlT0Em61SWfZXTETMbJZ/SMzzjzLW88+0YIIN/RhmMb6Hki\nw6FDTV30/FRSrDGex0jfZyQC3Hcf+ff++5X5rMMdC8bQTJDNZoptJsBabldOX8kVkIfMnM/iYuL+\nbKEtULq2W1n19HhiWuM0x6zIL8cQaDNpt2khnx0dHbjiiitwySWXYPny5RgYGMCdd96JCy64AD/7\n2c9Mv2Ai8BRQAhZXchbFlPR8GpnxKaPURi8qesok1+/ZghjyoQbOdhvRvyi0dlJC6S2Mrcz6/XRx\nrKd8nug6oSQienuBYksecNdduu9BBks+q2ztwDvG0jMTwaAm3coQBGqZkay3NouN6yOaWjIVkz+X\nejmjig/sAqXdBbKYTAFhT0b5/M/N/8kFszy88GHcMesO7jEzymZg1fX0RL9+HHD/vFaIf/5z0u89\nGvHChmRMKZ6iLFAOtx5GX7BPdb944MasGCGfQ3zGpwKfDzMaBYyV6lydgU7FusRCFEX8cusvldv/\nXJUPl1O9X67QWYi3bnoLP41Qu9WqL1ZxhS0WETHCnUv9aspCFEwrny3Zo3wC0jgvCUbD6xQk0PfJ\nVrWzUfmMsd3u3w9rd+pJEUu08nO0+z1l/GD+DzB35FwsGbcE35z2TcOvY7PYkC8Sl5QI0Vjflhkk\nkXQLALkj6PHXE+xJPTmOA67fsydHNWxIRnl+ORZWkMCaiBjBG1++Qe7IcN9nYzPNYyhxa4ShGen7\nfP55YNs2UkB67LEUvsPsxoLpNKxyc9WalD//3tN7sef0HgCEA1w/5fq0k8+0KJ82G+DzcRxFV/mM\nM2ZFz3bry6fH8qArny+99BIefPBBrF27FmVlZXj11VcRDoexZcsWnDx5EofSGAQgo9BLSVR7II7y\nKS3U++30v5VI2m1M0m2c2GK/kx5wemSOUz4Debqz64Ao8mnt0039a+1iyKeKVdDPJPTqvV8ubKgZ\nEC5YoPSTGMFkH6N8FgP44x8NP9YsYsjCbmkWZKbJgErfJ6t+3jDxOtL/KggxfbOc7bYol3zXRvpF\ndGBG+WQXKetq1uHf1/27cnvl9JV47CL1C+R1k6/Dz5f8XLn9h/OA3733CBl6nkKw5FNrYLcrx6VU\n9USI3HFsFJzyqdfvOTBAih0WCzBGe0j9kIDFAqGkFNez1tuqWOvtx7Uf4/MGEh7kDALfbY29kHFP\nK1jwk5ufwWVSEHJEjODxTx5X3betr01JzivoB1x+7aAUGWaUz2hHx2Arn0DUed4s+UxE+ezL8p5P\nNnDILUAURRRUm/8d64Htb8x3qaSWRqGisAKf3vUp1n1rHQocBbr7sygS6HGY0tChhgbgxAkgPx+Y\nRI5lURS5xPLosKRoWL0+5DJ1znT14amBm/Hp1g8IZK23z33+HOmRzrTy2UGvyyUqwY4ASCHA6SQu\nKLUMhOZm4N/+jWw/9RRQYO54GspYMOZryvaW09tTXux4ae9Lyva1k65FgaOAL1D2tyX9muGuTrQy\nlxbd1pxE4fdz4yZ1C1fxyGdrfOXTxwhWLX0thvMHEun5tOnt8J3vfEfZbmpqwqpVq/DAAw8AAJYs\nWYJNmzahsrKSe8yzzz6LZ58laklbWxvWr19v+o2xaOsOKTS5tqFW8/msPT1YCKDHTqXmuqN1WN+n\n/fqlR45w5PPw8cPob6HfdKQ9gi93bcFUAI0DA/gy6rUtAzmA1Pa5s3on1oe0X+vzWpr0WGYvw3oD\nSWjNAVp9aHSJ2Pjeewi7tSu0Da30pHh432GEa/jFf30HvdgeOXko7nfzzgmqVE5qAWpGjcIxE99l\nuIm+dlWpAPGlD7Dt1VcRMEC6zWLDl/SztNV2A9u3I+xwYDOASJLHX3d3t+Fj2JGbi/MBhNatw+Z1\n6yBarfAKXtSjHgAw+VAOEAqhd9QofCb36Ug40Uh/wM155Ke5629/Q8d0/d7geDhUT4sehf3ArmPH\n0KHx/xmIDMACCyKIcAuQmZ6ZuNVzKzbEOWbPF8/H0tKlWNdIiPcDc1rgePx2VC6+M6n3L6Mv3Ifq\nJrIAtcCCzkOdWH9U/f9RJpThMAjTef2T19HhNxfyse3INmV74MRA3O/fVV+PeaKI/tJSbNuc3uj4\nRGHmGD4vLw/Lq4GnpFG9r+99HSvcK7h04x/t/ZGy/e3dAIQ8Q8//w8Oj8cEEUtx7Ze8ruNR5Kcbk\n8oS9tqdW2fb3AIcjXajXee7advqYNhdQt307bN3dKAdwoK4ODczjWwItit0yz5qHqu1VqBZST2zM\noLmRnuf31e4zdc0cGwhgLIDabdtQO1knlVnC/hqqihX3Ap/s3YtIBgrJZuC0ONEf6ceARUSXA/Cv\nXo1PzjkHERUlO1FUtexRtsWQJem1Sjy4QjnKimvtxrWozK+M/wCD8G3ejGkA2s46C3ski2dToElR\nSPKseTi08xAOC/FHYLlDAnrtZLG5Zv0aeO1pWkxHYceRHcp2vt2v+x2MCo5Sjo0vTn+Bp956CrcM\nDKAMQPXmzTilIhKooXWgFc8cfQZ+hx/fHvttWATjXWh1zXSc2vHq41jfoP6eZ0yZgqJdu7Dv6afR\nfe653P9t0n//N0a0tqLt3HOxx+8H0njsZRtEUYRXzEWr0It2sQ9/ef8vGJdn3MYeDxExgud3PK/c\nniHMUD73XIsLvZLt/f1178Nt03c7aGF8ewNEiWq4bW5s3piea/8Mux0epuPuRPOJuL+Rop07MQNA\nmyhiD7NfKBLiXAb1e+vRbOXVzVFt3XB5gb4cYCA8gL+v+ztybVTe1VpHHDhpPlBUl3zK2Lp1K9ra\n2jB27FiMHEmCbAoKCnBYZabfPffcg3vuuQcAMGnSJCyWR1AkCFfvQWA7qWRYci3az9dIKsYBpw0A\nIT4zzp6BxdPjvH5LC46+Rm86C52w5FkA6dyycNpCTJUqgqUTJ6I06rXrDs4CGkgYgt1r13xvoiji\n1DZqizr37EUoM/C5DIQHAGkd3JwLXDCuAtazte26PRv7IfVY4/JFl8fEwY/vGA/sJqlf3ZHOuN/N\n6vdXK9uTm4FxP/gWxl14oeb+0ShuLMZPv/wpAKB6TC4EsQfnV1frzjZNBA9UP6BsXy0l3VqvuAKL\nLr886edev369uWP44YdhO3wYF7rdwLx5eHbCs/jphp/i8gmX45tHiFKeO2dOzHP2HuoFJMWpx+sC\n0IlZPh8d4ZIgcupyAOkcU9gPzFq6FDhb24Z11v6zOJV+SvEUfHTHR6rJvdGY/7X5WPyXxfjsxGcI\nW4AfBl/Bp+c8jIkpUJc2121GZBOpVk4umYwrll6hue/iyGJs2kh6SSK+iKnvTxRFnPyUFnG+sfQb\n/DysaHzwAQDAOXVq0ue6dMHUMTx+PM5fdxSltkI0htrRFmyD4ywHviZVq/c17sOnGz4FQMK9Htwq\novimGcae/6p7cUXVw/h7JRBBBP/o+wdevvJlbpePaz4GpPWovxuYcMkCTNB57uLGYkDiEW1OYEy/\nTbGXT5oxA5OYx6+vXa+cU6f6p+Kiiy7CYCN8NIyfVUltLLkwdxx9+SXwCwGI3wAAIABJREFU4osY\n63BgrMHH/fLkLwHJ+OIbsGLRZZfFHZ01GCjdXar0FDcX2jF+2zaUPfgg8H//Z6hlxQhCGymJKC8Z\nmdbfr/9THw70kxPxhHMmYPG4FL2W5LIpuuQS5f2vObJGOcanj5hu6Bh3v5eDRpDFzvTzpnNBYelE\nZxVVcuZccCXmGPgO7gzeid9tJ6F2H/V9hIfOPhtYswaTS0ow2eB3eOVLV2Lt6bUAgJULV5oatdS9\nsR+QhLPLF16uqiIBAK69Fti1C+e0tqLZ7abH15YtwPvvA3Y7il5+GYsnDb77ItNYdGwh3jpGrp3B\nkn4snrs4Jc/7cc3HaPqEKM0+lw//ct2/IMeaA/zmNyhp7cMxSRCcOnsqxhcl7oyrtlGrQFlBWfrO\nHZMno6COjisM54Tjv1YzOccUjRvH7Xek9QgiG8lBO8I9ApcvVVkb19SgeO/TOC7Vb6bMnsL1tmut\nI7p2mk/INlTqaW1txf3334/nn38ebrcbfVIvTXd3NyKR9PcGFI6kP+y4dhUpar4/h15Ejdhu8/V6\nPuPYbkvZHso4AT6NPY2KXJ4fAPxT58Z/XxLsVrtiF4hYgNbaKs19RVFEK9MXqkYWOHtXf0tc6wE3\nZqXNCsw19p5lTPBOUKqJtfZekkL8/PMpt2KGI2Guh2vyB5I187rrUvo6hhFlvZ03ah7ev+V9MlJh\n715yn8riibPduqSfZgpCh8zYbgHeeuvP8+P9W943RDwBYnl96xtvYaSbRPe354Rx01+uNjc+QgOy\nzRPQ7veUkVDoUDgM/OIXaNq8Bm39pNTotrvjzscDMHzChmT4/bCKwLVOGq7CWm+f3Pqksr08XIkJ\nrQDKy2EIN9yAR9fTm6/ue5WzBwJRMz67QdNc4yBuz2eU7TbbLLcAf142kkLOIYGeT852a83POuIJ\nRPV9vvon9FRUAFVVxM74+9/rtqAYQdcpSj7jjVlJBYrsTE9/Km23SYYNyXALNLk/U6FDoihyasz4\n8y4x9Ljvz/u+0tf//qH3UeWV1hQGez631W/D3w//Xbm9t3GvwXdM0BSmi21N2y2g3vcZCpGQIQD4\n4Q8Vq/RXDQsmXqxsb971dsqelw0auumcmwjx3LkT+Jd/gZeJf0i277OZWWunpd9TRqK22yi+wvZ7\nahaWvF6SASDByLiVUCRkaGxjNHTJ58DAAFasWIEnnngCFRUVmD17NjZtIorCnj17MHbsWNMvahae\nUfSDihs4JPX49DG2W7OBQ12BrtiezziBQ/6R9MQRr1cnOulWMGGl5Ahj/UHN/XqCPQhJ5TgXclT/\n706bE54IuciEEYn7A+TGrJRPV02NjAenzYlxhaRqIkLEoekjCZlak9oG82MdzFgMVwm8azeR2XdX\nXaXzyDQhKnSIQxzyyaXd5kgX00Egn/80+59gFazw5/nx7jffxdjCsaZeb0T+CLx989/gEIlNc1f3\noYR6AqIRN2woaiGa0LiVt98G/v3fUfXY/cqfJhdP1k3AHHbks5Scb64P0vPuX6v/ShThrpN46Qva\nT/OvJ6Wq6MjYsU6qmDwZcz1TcaV0GhMh4rENfB8xN+OzB4Z646N7PsWGk5qBQ9kWNgQk2fOZbOCQ\nI7uSbmVwfZ/lhdj59NPA3XeTIvN3vwssX550j19XY72yzQbDpQOFLr7nLCUQxaTDhmS4LfR3kiny\n2dTbpIQa5gcA79naY1ZYVPoqcc2ka5Tbv7ZLhUmDx8NPN/yUu83a9vXQG+xFr0B60u2wxS9azJ9P\ncjL27IFNDsz67W+BL74Axo0DfvQj7ccOcywYzSTeNnwWc39EjGB/43788fM/4p537sEjHz+i24vc\nF+zDG1VvKLdXTl9J5r9+4xtAMJg68hkKodlKiUPayScbONTfEb+Yr9HzqdfvCQDwelHMfMRGQodO\ndZ9SRtqU5uqPRZOhSz7/9Kc/YefOnfj5z3+OxYsXQxRFvPjii3jwwQfx2muvYdmyZYZfLFFEp91q\nfvBqyqfJUSsdgQ5zymcFDSOJV7FmZ3xWtsLQmBUZ3KzPxqOa+3FjVmzaJ0S/lTa2a1Usuge6Ud9J\nLsy2MDB+9lLD75cFG9ZSvZyk1OH55zX2Tgxc0q3oI5XFRYtoCEGmIVucNm+mC2AZ+yQVTuX759Ju\nLZKlo64uZj+z4Min6NAtIlw24TI0/7AZR79/FOeVa8fex8Ps8tk4t4Au7BMJ/YmGZthQVxch/HPm\nKKFjE30TYbOQroLa9lpjg9M//BAAUNVOWwm+UmNWZEhK45LmfCVUpaa9BntO78FvPv2NEga0YPQC\nzK+RhrobJZ9AjPr52v7XOKUmEeXTZXPBbiVFtQEb0Nd8SjNwKBvJpy/Xpyg5rX2tCIaDxh+c7KiV\ndIwISAE45bOnCRGXC3j2WWK79XhIsWjmTP05inHQ3UI/s3Qrn4W5JkbGGUVNDVH7iouBCjpazcyM\nTxluW56ynSnyySXdDuRBsFrj7M3jwfMfVLZf6P+UzIM1QD63Ht/KjQ4DSAHbKJp6mBmf9sL4xUmX\nizjGRBGevXtJMNRPfkLu+81vTBf0hxPOHXEuHAIJsDwitOFw62GsO7oOj294HFe8dAV8/+XDOU+f\ng7vfuRvPff4cHvvkMcx9bm6MU4bFuwffVZTBCd4JmFc+F/jOd4AjRwCfL3Xks6sLLcxXl1byWVoK\nRwjIEQldC0aCitiiCi3yqZN0C4Aon8xnZGTcCpt0W15jPCFXl3zed999SmjQ+vXrcdttt2H9+vWY\nP38+Pv74Y3gMNncnA6fNCXuY/MAHIgPaH7ysfDKdrGaVz/rOevSFyKfvtruJGhUnParUS8Mymnub\nEY6oW0rZMSuVoQJTyWbcrM8WbSWMI59xqtlGEnrZ9zuhFchZuNjIW40Bm3hbdbb0/0hxKAuXdHtC\nIm2DZbkFgJISYMYMUgxh59N1dgLHjgEOh2qcPGe7jUhngCSVT1EUObcAOzM3HgqdhcjNydXfMQ4m\nj6TqfnWTtl3cCHqDvcpFR4CAWSOkeWiBAPmu168HduwgsfUgdvWJvonK4+NdsBRISnWVjxa3vlJj\nVmRIyqe9sQXLKmlx8YU9L+CZHc8ot//1gn8liynAuO0WAK6/HnNOAlfV0tETrBLBKZ99FkNJrIIg\n8NbbvjbqWIlWPrPQdmuz2ODLpSTQTMw9p3wasKKGI2GO/Hhzs5N8sgs67vNYsYKkmZ9/PlBfT4p9\njzxCio4m0dVOj7V8R5ptt25KplNGPlnVUyJB0Um3hpVPB1V+M0Y+mRmf45zmgggXjlmoOGD6xSCe\nOQ+GyOejGx6N+ZsZ5bOplyGfLgOkQ8rJ8OzZAzz4INDdTa5Zg+XMyhI4bA7MGUGL25W/rcTFL16M\nn6z/Cf5x+B+qv5H9Tfsx57k5eGHPC6rPuWovM9tz2koIL74IvPQSkJsLrFqVUvKZ9hmfMvx+CAA8\nIVqYiWu91XBqGiWfZpVPlnyO7DDeCmE83otBUVERVqxYgbI0pJaqQRAEeCJ0xIfmnBtZ+WTIp9lR\nK6EIvYCN8YwhVa04ttscaw68AXJQRMSIpkeatd1OLDCX6lWay1iyOrWr2xz5zNM+KfoLaAiRlvIZ\nPWYFCxao7qcHdtZndfg0iYNvaFCPHk8Q7FiMybslG9W116bs+ROCysgV7Jeq0VOmkPlNUcjLyVMS\nRfsiAQxYkTT57An2ICySgkjuAGD3ZCbBEAAmj6IDs6uPxtpqzGDPqT1Kf/Kk4knEIhcOAytXAh8x\ncyil8B+Ar/jrWm/r64GDpOBSxThHdMesiCKpqgLDh3zKSuPp07h+yvXKn3+97dfKuXeibyKunnQ1\nHQVkRvmcMQMYPx6PfkADG17/8nXsPU0s6ew5yW8r1B29IIOz3roA1NaSG4y6EAgFlAWvAAGV3tQk\njqYC/jyq8Jqy3rpcRAkMBg31vLX1tyk2qcI+wFaUneSTUz57o64XY8eSProf/5j8Bh97jJDQjjht\nOSro6qLX67TbbhkHV1tfimy3Kpbb+s56ZXFa6CzECHfsvG81uBnnzWAon+NLJsbZMxaCIHDq5//O\nBfrb4y+WtxzfQsKYonCs/ZjhXAJO+SwwsAaW+j5H/P3vwGuvESL0P/9j6LWGOxaMWxT3/tK8Ulw7\n6Vo8OP9BRUjqDfbitrduwx1v38HZcJt7m/H+ofeV27e4zyeqJwD87/8CCxakjnxmYsanDOl67AlQ\nhT3urM9kbLdFRaZ7Pk900paqchO5QwmRz8GAR6DVa82+T4l89tnoSURX+bTb4QhDUVZZjC6QEi7j\n2G4BoDRMX0Nr0cD1fI40NzojOiRIC62MRO4t0Laq+X3UnqOlfHL9ntYSVeJtBBz5bDlAex33mmvw\njwfOdntyADj3XM6CNChQI59x+j0BcjFlZ8d15OeQxWRPT8JvI6bf05tB8sl89wdOfpHUc8WEDYki\n6ft64w3iInjiCXIn00/M9n3qhg7J35PHgyrmOqKrfLa1EUXb7R48m3eqISmfaGzE5RMuh8PqAACF\nsADAQ+c/BEt3D7E8y+THKAQBuOEGzG4ArhmghF1WPznbrct4DwmnfDqhpP6x5PNI2xGliDHGM0a/\nLSODyFTfJ2e5zcIZnzK4ns9o8gmQXrqf/Yz8dsvLgU2bTM+S7u6l58e0224L6TU5ZcrnHinieTbt\ngY+23Or2rEtw59FrfKbIJzfjc7z63OZ4uHHqjRiZTwpfjW7glaL42QKPrn9U2V45faXi7uka6DL8\nnTS10T7hEo8Bx8cFFwBWK3I6JbXqkUeG/jzoFOFbM74FhzR0wyIKmOGfgfvOuw8vXPcCDt9/GKce\nOoW3bnoLT172JD676zNuTfHn3X/mbLiv739dEY/ml8/FhLv/DejtBW6+Gbj9dsDthjdAKc9QI58F\nfTQcNG72jQpfEUWR+61pKp9OJ4pDVOgzq3wOS/JZaKVVSc2ThGS77bfSRZKRnk8AKAgaIJ8aBMxv\noRctNSUxIkZwuJX2kVVOviD+e4oCtygJaZ8gW1vpidebX6q5X1kpXfCdalNX1rj02BGJz5nkCEjz\nAUSmS8Tri+TIiAxRFDnlc0oTBtdyK2PRIqJu7thBjx8d8glEWW8rpAVlEupntpDP6q7apJ4rpt/z\nkUeAP/yB/H7feQf43vcAu52k2kmkw1TokEQ+u753L+qlc3aOJUc/ip3t98zCxNCEwCifbrsbl551\nKXd3SW4Jbp1+K696mv2/X08U1Uffp4WV1VWrsefUHt52m29MtQFUlE8ZjO02Gy23MpIinyb6Prmw\noV5kL/mM6vnUxEUXAY8/TrY//dT4C4giuhj7Wtptt8w1ua3HhK06HuTzz0T1FoOpJVMNP5XbTYtn\nGVM+G+nvcVyluTR9gDjPvjfve8rtp6Z2QNSYwLC5bjPWHiWjVSyCBf+x6D9Q4aFFaqPW26ZTVEGK\nm3QrIz+fFMQBYOpU4IEH4u//FcLUkqk4dNUH2Pg80PaHQuy+eyd+v+z3uHXGrTjLexZXOJnmn4bt\nd28nIUISWBsuZ7k96CLW/PHjgWeeIdcnQYCX4RGptN2mu+cTADw91JUZ13arwldO95xWgr08Dg+8\nLu11oM9Kz4NGlM+T3YztVieIl8WQIZ8eVhHSsd32WejJx4jtFgAKBlTIpzzbL47tFgBK7fTiraYk\nnuw6qdgDivoA38wkyKelX/l/RqO1iYbTxDu4/G5qFTmtEWDE2W6nLTb6VmPgy/Upi4i+UB/qzpbG\nVsgV2yTR1NuknETygsCoTmQH+ZRmfCISoTHrccKGZLChQx2jpe89leQzgwvNcYXjYAOxEdcLncZC\nfzTAJd1urSWLTYuFhI8sWkSsTAsXEkVUIpKs7Tau8sk85sDSmcqfJzjLSUx7PAy3sCGA9CwDxBof\niWD55OXc3ffPvZ8U9RLp95Qxdy4wciRm7T6N6/x0dvCjGx7lbbdenTE3DGKUTxmM8pmNYUMyMqZ8\n9kUpnwm6WtINdkGnqnyykG2nsg3VCDo60GWhC7q0226ZwmJ7b3JjHgCQHtdjUlAOM3UgkTErAOD2\n0M87Y+SzmTrCxmlZAXVw97l3Iy+HhCXtKxXxYdV7qvuxvZ63TLsFE30TuSR3o6FDTc10nVViNN3z\n7rsR8HqB554jRdIzUDD63IvwNdt4FJxq0y0eue1uvHDdC/jTNX+KseFuOU7yNWywYsXvN5Di/6uv\ncvkqXmbc0ZBRPh0OoLCQG7di1nbLil/RpD4axTn0MzqjfAIozKNVOU3JWQ4cYsinkcAhAFzfpwyj\ntlt/bvxFA5t0O7EFpuc6cYuSPGhWt1vbGOUzLvmk9p/TjIVERjgS5gKHJl14g5m3GwNOARstLQRT\npHxyJLkJEMaPN5UknFaw1ltRNKR8suNW2sulxfQQVT5zrDmYkE/tRewxZQZ9wT5uQTXrR78lG889\nx/f2XiopdFLf51nesxTL6Mmuk9p9VgcOEBWvpARVHtqHOKXPwGJ0OJJPp5Oc60IhoK0NV0+6GjkW\nQsJdNhfumyPNqEuk31OGxULVz1raA/9W9VtKj7KnH3CWGn/umFmf7P9HwrAlnyaUT852m83KJ6Mq\n6S6CpkwhBajaWuN5AnV16GZ4QNpttyz5TEXP5/HjpO995EjuGE9kzAoAuBlbcPdA4oVCowhFQqgL\n0OOcHWZvBkWuItwx6w7l9lNbn4rZZ1PdJnx4lKSZWwUr/mPRfwBAYspnB/2NGVI+AeDuu7F19Wpi\nwT0DHoJAw5fefdfA7gLumHVHjA1XxuU1FpT0AvjFL7heaADwMu6YIaN8AoDfz0/liGe7VRHLuH5P\nLcuthGInXSMaSbsd/j2f+QaS4uTAIQtNnDVsu+2PbTYf4xlDFmA9PWSx5FZfjJYW0sq/mu2W6/cM\neZTXNIoY8nlCva+htYO+dlzyyQRbqCm1dR11dG5mnxVFYw0kfsYB2zdXXSAt7vfvTyidMBpc0m0T\nyOy3bLE/suTz1CmSxOfxxF2sc7bbEqlil8S4lcFUPgHesn2gfndCz/HF6S8UQjKxRSoU/eIXwB13\n8Dtedhn5d80aQBRhs9i4i5Om9Vbu91yyBFUMOZlyvE99fxbDkXwCXN9ncW4xnrv6OSwcsxAvLH+B\nXmiTUT4BhXzOWL0J10++PuZufzcMzfiUET3rUwGrfA5X222CymdxNpNPo7ZbgKgcct/jjh3GXqCu\nDl0s+Uy37ZYtjqSi51Pl3BOTdGtG+XTTNUN3T4p6UuOgvrNemUvut3qSSlf//rzvQ5CWcP84sZ4r\nVgLAI+sfUbZXTl+JSh8JGqsopOTzWLtB5ZP5bRpWPs8gPkyQTxmyDffW6bdyf79lZxC4/HLgBz+I\neYyXKRYMGeUTAEpLOeXTkO2WEcsMJd1K8Jkp+uEroHx6iihh0pSc+/sRsgAh6SwkQFAq9pqIQz5H\ne0bTKkJBgWbqor94rLKttmjgxqzkjY7/flTAzfnMA0nmVAEXOGRU+RyIrcBy/Z5C8j8qlgBUddcS\ni1AgABw6pPkYo4hJ5c0Gy62M+fNJNf7LL4G1pNcE06bFJcfcrE+fNHdtiCqfADCZnfNatTGh5+DC\nhk4CeOgh4Ic/jN1x2jTSr3jiBFBFihKGQofktNylS/n+4S8aiLIQD8OVfDJ9nwBw28zb8Mm3P8HX\np36d7pOM8gkQm3RJCXD4MB4pvznmbqMzPmWw57whr3z2ZjBwKEttt4XOQiX9u2ugCwORgfgPMGu9\nPX4cXUwdOKO222AKlEX53DOOKobHO4+jS1Iti5xFKHMbL96w///uLn3FI1lwMz4Z+2siOMt7Fq5r\npmuVX2/7tbL9ybFP8FENOcdbBSseXvSwcl9CttsAXTMZVj7PID4WLSLizt691EpuAG67G3+57i94\n/prnUQkvbt4LfL3FD/zlL6rrdTYLJRnyGepoQ7t0jRHAj/lKC6KVTy0OFAqREEBBIL3GEljyOcEb\nO+aPRTETVtrS1xI3Bbov2Ie2fvJ7sEUEojgbxJAhn4WFNHiio1uDjQcC/JiVHJd+0pvkv89XIZ+j\nCkbphg0BgH8E/TLVlERuzEqpeRXR6/LCIpCvqsMJBOrVf5ytgXbuMZrvl430F3pjDi6O0KnYGsyC\nT7ytBqZLalgKrLccWRgoILPfsgV2O1lgA2SgNBDXcgsAhcx81g6PtDJKEfn0BJBxlYNVl6oTTLzd\nWUUTg88tnw3813+pE3iLBbjkErItWW+5cSuNKspnOAx8/DHZXrqUV9KP9+kfo8NtxqcMRvnURLLK\np9WqFIumf7iXJ7YA/D0wRT7ZBUCrTD4dDuVYae5tVhYcuTm5GFmQIGlOE1jyqTUCSxPDMHBIEARO\nUegI6oxRMUs+M2y7ddvdsIrkWOyN9GMgrEOm9aBS+OL6PUuNJ93K709Gd0+KRsHEQU0ddcKMK0vO\nXQUAD3bQcKUXv3hREQLYhNtbZ9zKLb4Tsd02RqjqdEb5TBEcDto28556z64WBEHAt+1zcfCxdrz8\npgDbiy/R61cUioooj2jtazU8XicarYwTo8hVBKvFGmfvFMDvJ+s3CZrKp5yo7PFw5NvQmBUJuUWl\ncEimxP5QPzfOJhoN3fR6M6LPCouJj3PIkE8PWzVs0YjTDgTQx5BP3X5PgCxMcnJiej59Lh+xgeiE\nDQFAaTmdFdeoZrtlej4rK+fpv6coWAQLd5Jrbjisul9biFZT45FPV44L+VbiGQgKEaVyIaOaIXST\nJibfo8CRz+Y0ks9Zl5AFbTZBtt7ulAJzdPpRucChPOlgHsrKJ/vd9xivaLLY+QWd3Tn7/ifiz32U\nL2DSyBVO+WxSUT537ybjUsaOxUDFKK4xf1IzgI1x1Fo58EMQBn+0T6oRpXyqIlnlEwBukPrJ33wT\nj1z4CHeX36TyqWq71bDcTvRNVAp62YJU2G5ruurwxMYnsKluk+auMYFDWUo+AV5ZMkU+jSwqjx/P\nqO1WEAQURugLJj1uRY18NiUWNgTw///uPnPzUhNBzQE6+3l8gmFDLBa4JmKOtDQMhAN4evvT2FC7\nAR/XkuKiVbDi4YUPc49JSPm0UP/jGeUzhUjAeqvg978n4Y733EPXXCpw+crgCpLtYCSoJMCaRTOT\nVp12yy1AyCcbOKTV86k149OE7Vbw+kg7hoR4ibdcv2eHesq0FrLr6hsH3KK8Q+PC3N/PK596Sbcy\nHI4Y8qkk3eqEDQGA30MXX6c7+cpzOBLmvvjKWRcbe09R4BYmTRrKJ2iPmp4NoIzt+4wizNV1u5Tt\nyZMWmHqfaqgorFAKAY09jWg9W7pYJkk+ewZ6UNdB+iGtEeCsK1fqPGIQEH0i1FE+ucAheQFdV2ds\nMaWCwSafrLXxkKUN4YiOjTUK/V1t2JdLkxfPHa0Txy8rnxs2AP39/LgVNeVT7vdcuhSHWw8rvaUV\nVh/ygohPPuXAj/Jyzto5LJAJ5RMgYzI8HmDfPpzTbseNU29U7hrbDnM9n2qBQ0PEcgvEkk9TVXlJ\n+bxuXg1+9NGPsPDPC3Hpi5fisxOfxezKkc8sVj4BXllqH9Ama+8efBf3fPkL7JpUQAomGq0pHOrq\nMmq7BYBC0OMx28gnp3xmIO32aAPtTR1XmFjYEAvBV4yHttDbv9v+Ozz8MSWb35rxrRjVx+/2w24l\nBYHWvlbdRPZAKIAuG7lGWAUrZ6U+gyRx5ZXk348+MjfbvLsbePFFsv3P/xx/X58PXibKIVHrbTPb\nN58h8mnIdqsilnUGOhW3i8Pq0Hf8eL3kuiAhXt8n1+/ZETG1Dhoy5JPrl4hju+1jWjwNDxBXIZ9j\nPFJKpxHlk1009DVzi4a6jjrFXlPaAxRMjE8+DL1Gu0bPpy2obMdTPgHAzwxHPtXCk1mu57MkeTuM\nRbBwi73q0dIBmiT5ZN/nhDYB9ksuT+r50oKZM3nCp6N8coFDYj/x7ff2EnUuAQx24FCRq0hJg+63\niqhrrdF5BI+9619DSBKzJ3gncEUoVZSVATNmAH19wObNqCisUIIsmnqbYhUlNmyIsdwqx/3GjdrE\nf7j2ewL6ymckQpXPZMin3Q5ccw3ZXr0av77811g8ZhGWHAVu3W81dbxyymeudGnTChvKQvKZb89X\n0pn7Qn3mqvJeL/qcVnxRQqvPa4+uxbw/zsN1r16HL07Tcy3b81ncB643KNvAKkvtQXWy9ptPf4Or\nX7kaz33+R9x1tfRbNWC9DR8/pqwXBAjKuI50okigKSVJk08Vy3+07dYMOPKZoCJkBjXd1NGTaNIt\nB68XN1QBYyLkeG7qbVIcADaLjev1lGERLJz1Vk/9ZMOGil2+rHNPDGn4/WQEVyBAr8tG8PLLpM/x\na1/Tn3SQKvLJnIsypnwasd2qhQ0xlttxReP0j1mvl1c+4yTesuRzZCdo+4cBDJlfDqsIdWjFlEcp\nn4Zst4C68hk9ZiUO+XTb3cgNkxVyfySgNPwDUf2eAXd8y2AccOSzO1aN6A/1o9dGLrw2i023isvN\n+qyjFcj2/nacknoaHLBxJ+ZkwNkvnT2kQlJXRz/fBMD15+WMyE71yWIh6g5A7Ik6i2lO4Q90AKOl\n4zBB6+1gK58AMKmE+e73fWzqsTt2UQvOuSPONfYgZuSKRbBo930GAlTZXLKE63WeUjGbqH+nTwOH\n1W3uw5p86imfzc3Eduz1Jv+7Y6y35fnl+PjiVVj3AlDq9ps6X3LKZ67U66alfGZZ0i1AbJlsGJwp\n663FgpPj1C2Abx94GzOfmYmbV9+Mgy0HeeUzx5PwNSkTKHbRhZ0a+fzV1l/h+//4vnJ7b14PRAD4\nLFbx5RAOo7uJWsbcdrep/shEUWijBFdz9JMRdHSQ9HSnU3EHRMRIwkm3QBT5jBhI+k4SNRaq3qRC\n+YTPB1sE+F7bxJi7bptxG8YXqZ+n2cRbvb7PplN0Lnqp23hLwBkYhFnrrSgCzzxDtv/pn/T39/lQ\nlBLySckfe45KG6Jtt1rKpwpfMWO5BQD4fKQdQ0I85fNEV9SYFROYSQseAAAgAElEQVSF6Oy96kSB\nW5RrzaCK6vlMynZrcManjFKRVjRZGyvX72k3XhWIeX6WfA60EeWBQVsTJSdel1f3QsqNW2mg75FV\nByrzx6askZobt9J6kFao5NmXCYALRqqYnfDzpB2y9Xb69Pj7Icp2299OyWeC41ZiyKfOcZwOTPYx\n5LNauxdNDTtO0aTbOeVz4uzJgB25Al4B4BJvt20jCunZZ+OooxdvVr+p3DWlZCqppALAJ5+ov85w\nJp96yqdsuU2m31PGpZcCeXlkRMaxYzSx1US/JxClfDoihISwymeW226B5Po+T4ymv+3JxZOx4uwV\nym0RIl7d9yqm/m4qd33ypTulMUmwymdnkK/2//fm/8aDax7k/hYUIuhwQl/5PHUKXVbaApAJyy0A\nFObQgfdJKZ+s6ild6493HFfUcq/Lyx1LRsCRTzHJMCQd9NbX4FQuWcNYBSttc0oGPjIL/q66Yu7/\nYrPY8OOFP9Z8GKd86oxbaaqn55Az/Z5pAEs+jbQdbN8O7NpFvvsbDMyjT5XyGaG29Iwon6WlxuZ8\nqpFPEzM+AcQqn3F6PmPGrAxH5ZOz3UY00peibLdJKZ/yydCA7RYA/DZ64WcXDdyMT19sRc4ouEWJ\nM0yUBwat9XSci57lFogat9JUq2wfOEibJiaPmpHIW1UFN26luYpYI4GkrLdVJ/co21PmXJnw86Qd\nt99ORoP8/Oe6u3K220AHMEayf6dC+czJH5RAJva7P3DSRLEhFMJ2Cx0dYZh8LlhASMeePcCpUzin\nRGPcyrp16HQA/3aVE1N+N4Ub6TLdP50mFWv1fQ5n8qmnfKbCcivD5aL9Pm++SQmvSfLpsrmU/q0B\ni0iuBRL5DEVC3EV4YhLn4nQiGfJZX0YLoOeUnoP/+/r/Yfe9u3H1xKuVv4fFMERCy+EKAq4CX5Lv\nOL3gej4Z5fOJjU/ghx+qjFsC0JQLUsiIxAnAOH6cT7pNc9iQjCKmiB4d9GcKBvo9zSq5rO242xJK\nOAnUCGo/pSFyYzxjYLPY4uxtEBL59DR24q5Zdyl/vn3G7XFtvWZCh1jl80zSbRowcya5pjQ0EFKp\nB1n1/Pa3jTlwUkU+BfokWWm7ZfgKG6Kol3QLIPGez+FKPjnbrRBQ3yk6cMhoz6fdnrTy6XfSA5Ad\nt8LN+ByXuDrHnuga80CVBwmtJ+jCyhD5ZJXPTnoAVe9br2xPLk6+35M+l0bi7Z49Go/QR1XdTmV7\nypgsVj5dLuA//xOYNUt3V07h70+x7dY1OCoH9933Gk+87d25Dft9ZAEpQDBuu3U6gQsvJNtr1/Kh\nQ9ICLRwJ44/VL6PyfuC/XDu5sQf3zr4X80bO0yefw3XMCpBZ5ROgVevVq+lrmggbAohtlbPeOqEs\nSGraahCMkJ748vzyjJENs0hK+fTRyuvIfPK9zCibgb/d/DdsvXMrLh7Ph92VdSNrZ3zKUOv5fHzD\n4/jRRz9S/n5hxYWYVkqzFBorfGTkQLw50nV1fNJtmsesyChkrs1JKZ8qMz65fk+TllsAyLHmwGEh\nH0pYEBEIa6yzUoCa/dQBk5J+T4C2lLS04PElj+PW6bfilmm34JeX/jLuw8yMW2lqoQ6kM+QzDRAE\n49bbtjbg1VfJ9r33Gnt+rzcl5LOFSTz25WaggJeXB4+FFhfNBA6Ztt0m2vM5XG23BQ5qV+m0hhER\nVaqaiYxaAeIHDhno+QSA0nz1Xh2u53PaYmPvR+352UWJGvlkEnBNK599tLJR3UCVqVT2RU30TYQA\nUok92nYUgXMkQpKg8hmKhHAoQJOFs7GHKxFo2m4TIJ+iKPJzPt2Do3Jwsz6txhdcuz55DRHpDDW5\neLI5wsCMXIm23a6vXY/znjkXd599BI2M227+qPnYduc2PHPVM0Q1mDGDhLEcPUqVPhbDWfksKCBh\nQD096smDqVQ+AaJ8OhzAli1k/A1gWvkEoqy3LijK51Cw3AJAaW4S5LOAKl0y+ZQxf9R8rL11LT6+\n7WMsqliEfIsL/98mZHXSLcAv8DuCHXjk40fwk/U/Uf62ZNwSvPfN97i+vaZp0gIrnvX2+PGMJ90C\nQGFeismnlvJpMmxIhptVP9OYeFtTR6/7Ken3BBTlEy0tcNvdeGH5C1h1/SrdkDpTymcHvQ6csd2m\nCUbJ54svkraZSy4BJkyIv68Mmw1ekf7wE1Y+bbRYnRHlE4DbS6+H3QPd6pMD1AKH2ozP+AQAuFzw\nBSmRau5TVz5FUYzt+RyOymeONUexhUQsQHe/iuycolErAgSU50uLKqO2W+8YZVvuqQmGg6hpo+me\nExKY8SmDJZ9NeYiJkm9tpQeBaeUzTKso1QP05MoqVsnCleNSTvIRMYJDo6Qqzt698e1RGjh6cj+C\n0kTbkbllXHFiKCM6cEgcNYrcSKDnsyfYo4wOcQUBR2FmTpLRqPBUKCmep3MjaD9Va+hxOw6tV7bP\nKz/P3IvKfZ9r12Jk3giF1HcEOnDRXy7C7ia6+BlVMAovXf8SttyxBfNGMb9Rmw24QJpzG61+yoEf\nLldCJCnrIQj0/9XUFHt/qpXP/HxSMBBFGpufCPmMVj7zyDUj25NuZSSlfDrpgkgrTn/x2MXYcPsG\ndBQ/iXt2IuvJJ7uw29exD4998phy+5Lxl+Cdm99Bnj2PdwZNkBZA8chnXd3g2G7z6febVOBQises\nyHA76XW0qzfJNN44qGmn66KUkU9Z+WyLzcTQxDvvoKKByjy6ymcPPReeUT7ThKVLiWNl+3ba/x8N\ns0FDDLxW+ltPiHwGAmh2Ukt6psintbQM+QxP6VLLvokSywbCAzjeQYQLAYKx35ogoNhGPyMt5bMz\n0IneIPntuMIWEog0HMknELUwb6iN3SGJns/SHsAqfRzji8Yjxyo9kdHAoZKxyra8aKhpr1EW/yMD\nDmXkQyLQVT7b6Y/U69Qnn2VM2u0pK7EQhJpO43AePbpTvUibWjJV2f64bRdZuPb20gupCVSte1XZ\nnlKmE689hOC0ORWiFoqE0DdS+t4TUD4He8yKDKvFyvXYHdj+d/0HiSK2d1PLuuF+TxlTppDj6/Rp\nCPv2qSoBriDwaGghDvzzAXxz2jfVe6S0rLey5XbcOCXwY9hB7vtUs96mWvkEqPVWLvglq3wuvxz4\nwQ8AZH/SrQz2PM+2bxjBCStdREcrn9EQ5OtalpNPVl2KgBKKyydcjr/d/DflmsoVZ0dKhWId8jko\nttsC+j7bAykKHIJK0m2iyicbOtR8Is6eSaCxEUdtVFXVSqE1jZwcUsSKROg5JB6+/BK45hqUr7wP\nVoFkITT2NKIvqJ302xSgBYMzymeakJsLLFlCtt9/X32fjRuBqipCdq6+Wn0fDXjtdC2fEPns6kIz\ns5TPFPmMSbxVCx2KIp/HO44rPf4jC0bCYXPEPkYFPju9Lmj1fHKW214r8TUOR9stENX3Wa8y/iAJ\n5dPbBzwx8jbMKpuFJy99kt5nVPn00xOo3EPJJd1akjtAo8mneCJK+eyhB4hZ222jMwwxEEDNx39F\nUMqjGZk/MuXV4KsmXqVsr9q7ivZ9JmC9rf58jbLNpqkOB7BFlnafZIM6cQIIq9gs4iAbxqzI4Po+\nqzfrP+DAAezw0UKIaeVTELiRK7PK+H7bW+oKcfC3wCMXPRq/KKRFPoez5VaGTP7UQodSrXwCZBFh\nY07gJns+gSjl8/abgHlEyR4ytttklM8IXYzoDhI32E4y2PC5YlsFllUuw1vfeIsrLrMqVJNX+vuu\nXUAwGP1wgkGy3RYV0cVZwrbbcBiorSXbUs/nsfZjigpRnFtsOulWBkc+G9XniSeNnTtRw9Q8Utbz\nCXDWW11skmaAHqnB6Dyq2NR1aLuMmiJUbTqjfKYRetbbp58m/951Fyk6mAC7Pk6IfHZ2Dhr55BJv\n1fo+o/gKq+Sz9nI9FDPnXSPks7xDKgwOV+WTS7w9qaKWRY9aMRo45CBXoX8tWobP7/0c106+lt5n\ntOeTtbG2kZM21+/pMeC1jgO33a1cbPtygJ4G/gTJJucZIZ+5ObnKhWbABrQf2c8RunSoAzdOvRE5\nFnKi+OzEZzgwQ1ogmSWfoRCqTtHU0iklqQtGygZwibfCAFBcTBZRWuEvGsgW5ROIIp8N+om3Hes/\nwAHpnG4VrJhZNtP8izIjVx46/yEsqliEKyuvxNbl72HV8+0YNeCktlotzJ1Leh/37iV2LhlfBfJp\nRPlMJfn0eulMXCB52y1zTuRst0NE+TRDPiNiBCcDdJGgp3wqx3KWK5851hzOpXPtpGuxesXqmAo+\n97mFO4GzzgL6+4H9+6GKaNttppTPIro4S9h2e/IkMDBAfh+SrTwVllsgWvlU6XNPAcQdO1DDLKdS\nZrsFzJHPbduUzYog7XWNZ71tYoJmziifacSyZeTfNWvIPG4WjY0kmM5iIeTTJLxuShYTIZ8DHa3o\nlOpbFsHCrdfSitJS/cTbKL7CHstssJYefG56bGuNWuH6PdvCZJ1kQuAYUuSTs902qtgQAwFO+TRs\nu7VLV6EBldlWRtNuueHgZLHGKZ+j9Gc8xoMgCPwFtoUnn60hWpEzQj6BqL7PI3tQfWyHcjsdaqIv\n14dlE5cpt18qlw5qs+Rz40ZUFdDvakoKU3mzAZzCn8S4FdaWMdjKJ6s2Vffq969+/jmteJ5Teo7x\nQhKLpUuJArpxI8Y5/Nhw+wa89833ML9asnwtWKAfz+50AnPmkB6TzYxi+1Ugn1rKZyBA+kCtVqAk\nxQswdlZbsrZbaXHf0d+hWFgdVoepi3CmkSj5bOppQkgMAQCK+gCXVcdeNUTIJwA8ftHjGOEegWvL\nr8VrN76mah1jiUBTbxP5zQLq1tu+PqCpCV0uuvzJVM9nYR5VFNp7Ews7Ue33TDLpVgZHPls1+u2S\nRNuebcriPTcnN2GVVhUy+Ww18Nky5HNsc0jZ1gwdCofR5KD7nVE+04gxY4gzrqcH2LCBv+/PfybF\n+GXL6NrIBLwF9LqSCPlsaaHrMJ/LB4uQIRplxnYr8ZVElc/8wlLkSEa73mCvqhVddcyKiRakIUU+\nOUWoVaUq19/P9Xyasd0CiK2wiCKVsfV6PtlenX5Cqg4y1fbKyQuMvReDr9HY2cDd1yrSfp8igyM1\nuMTbQ7twoI/abFIZNsTi1um3Ktur+j8jbnST5FN8czWqGadDut7rYIGz3SaReJutyueBnA4gFIqz\nN7D9JC2EmO73lFFcDMyeTYpK7AVs3Try79Klxp5HzXo7nMesyNBSPuUQiBEjUj839rrriPU2Pz+h\nYoma8slabid4J8BqyfysW6NgSVRzb7N6oqEK2Cr0qE7oL76HSM8nANx17l04+dBJPFD5gDLHNRox\npD0e+ZTC+rq8lGhlzHbLHJ8J225VyOeXzbTfk81WMAuOfLabs30bxdEj9Nw+rnCc6XmkccGMW4mL\n9nbSMyih4jANEtJSPoOnTpIEbZDwFqNF/jNIEGrW20gE+MMfyLbJoCEZ3kJqfU+EfDa3Ue6RMcst\nYMx2G6V8soUUM+RT8Pq4WZ9q6mfMmBUTlltgiJFPbgxFu0pVLolRK/LjOXR3k4M9N1fXV+51eWEV\nyUm0I9KLQCiAQ4305Jas8glEzfpED3l/ANDTg1Y7XaQkpHxuXoNqH03wShehW1a5TCki1PSewOZx\nVuDIEfp/0UMkgoa/v65UTj0OD2fLGg7giizsrE+TibfZ1PPJWh0PF4kIHvhSe+fjx7Ejl7530/2e\nLJiRKwpSQT6/ysqn3O+ZyrAh9jX//nfgnXeIrcokOOVTJp9DxHILAHarXSEoETFieHF0opOSz5Gd\nIEPa40FWPrO859MouJ7PHh3lUzqPdhfSxq1M2W7ZwmJboAOiKMbZWwN6Mz4TDBsCoshnpwHrqlk0\nNqJmgJ5PUtrvCRi33X76Kfl33jygqAhjj1ELo5by2XyMXrN8ub6sLmINC7DkU/6drF1LCr8VFbSt\nxiTcvhGwScvlvlBf3IApNbR00WJsRmZ8yvD749tu2aCtApJanajyGT3rU63vM5kxK8AQJp8d3SpN\nsNGBQyZ7PmPIp8GwIYB4v0sFeuKu66hDXS9ZAAiiweGuOtBMvG1oQCvzX02IfNYf4NTEdC3SHDYH\nVkxdodxetUj6bPft03hEFDZvRlWEXrymlExJbeU0CxBjux0Gyqfb7saoAjI2JmgFanau095540bs\nYHjNnJEJKp8A1/cJADh2jBQ7PB6iihrBBRcQO8mOHcSypxL4MSyhpXymo9+TxcUXAxdemNBDOeWz\nL1b5zOawIRmJWG/rO6lrZWQXtEcUyBhCtlsjiLbdirNmkeLF3r3kN8tCOo92FVD7bqZst06bE84w\nuV6FxJASEmQKUYWviBhBVTMtdKfMdtudoC04HqLDhlLZ7wkYJ5+y5XbBAmDRIlQwIpKW8tlUT9PX\nz1huM4C5c4l7qaaGqtTyeJV7703YdSMUF8PLnBLYbAAjaGbI56Aqn9G22+5uQtLz85XgvlSRT7Vx\nKzG2W5PF6CFFPrnAoV6VAyaJUSvy4zmYTAQsZeKJt9ZvVSKOK+AxHHEc9/nZOPlcJE0+WcVwfynQ\nIhWCc3NyFaKQDqycvlLZfm1MFwJWGLfevvbasLbcAlEKf397wj2f2aR8AlF9nwe0E2+bN61RFih2\nqx3nlCYxSmf+fMDtJrH69fVU9Vy82PjFq7AQmDGD9Jl8+ikf+JGb+PikrMdgKJ9JQlX5/AqQT7YK\nPbITXzny6bQ5FfUyFAmh3RoEpk4lhaLdu/mdJeWzK5dWqjNluwWAojC1Dptd+AKIIZ+17bUKiS3J\nLUkqCIcjn31pmPO5ZUv6woYA4z2fMvmcPx9YvBgVzH/1WLu68tl0ioZcngkbygCsVuDKK8n2u++S\n6/c77xBidccdiT+vz8eRT7PW2+Y+KnwVuzJLPtmezxjlM6rfMxgOcteF0QWjjb+W1wsf8xmpKZ+q\nPZ8mMKTIJxc4NKCS9BQVOJR0z6fBsCEZ/ly6aNhcRxfXlXnmm6LVoKV8hk7Wo0Pi2QIEjrzEA9vz\nuYHJ4Jjkm5TWJuoFYxYoVZg26wDerwSwZ4/+AyMRYPVqVDHn/eEWNgTEsd0OcfLJ9X2e0la6dx5Y\nr2zPLJup2edlCHY7TVBds8a85VYGa739KlhugcFTPpOAqvI5hGy3QArIZxfod6QG1p41TGy3gEro\n0Ny55Ea09VY6j3Y7mcChDNluAaAwQs9nCfV9RvWbp8pyC0SRz36VNVYyCIeBF17AUabekbIZnzKM\n9HxGItR2K5HP0Z3EoQaQRfVAODZ8sokJeTyjfGYIrPX2T38ix9D11ycURqcginyaTZ1uZshqRpXP\nggJ4wrRgHtPzGSWW1XfWIyKSESjl+eXmBLBo5TOq5zMiRtDQRVs7hj/5ZO2ICMSSxf7+xHo+5bTb\nJGy3AFDqoR/+puOblO2JZcldEJTnjyafUnBC+4kjyt8LnYWGexFY2201cy5N9wLNIlhwy7RblNsv\nzoAx5XPzZqChAVWj6Pc6HMmnZuCQ2Z7PQPbYboGocSu9GkS6pQXbQ7TyfN6IJPo9ZcjW2w8+AD76\niGyfIZ/6KC4mduOWFj4gaggpnxExwo28GrbKZ3TP5y9/qX1O7eoiC3C3m5+rOsRhOHRIVj5zIsqf\nMmW7BYBCgRbFTZPPnh5SDLLbld9fqsasAFHkM9iT1HPFYN06oK4ONSX0mBuUns9Dh4jyX14OjBoF\nTJ8Oe0ERWUADECHieEfs9ampgy62U5rQewbauPRSco7avJnO9kwwaEhBsspnkP5mM0o+BQEF0S1Z\nLOKMWTFluQWI8hmn57O5txnBCJmhXBiyITeIr5Dt1gm+uhsKAeFwcj2f0aNWTNpu/cVjle0vm2hz\neuX4FCygoa18tjbSxbqZBDZW+WSRjjEr0WBTb9+rBFoP7qFN5Vp4/XWIAKrKKLke7rbbjkAH+VFb\nLGTRoTYOSAPswsYTsg26RZQjn7m9QLNK3/amTanr95Qhhw699RaxI5aVAVNMFi1k8rllC3BQ6v0Z\n7uTTZiOLOVHkv6shpHzWddShP0S8SiW5JYaTwAcTSSufM75Gvq+lS9UJ6DCz3MowHDokk08LLahk\n1HZroTMlTc/6lFXPsWOVtoG0kc+QuSAWXTz3HCICcMxDr/OD0vO5dSv5d/58UlyzWIBFizCWtd6q\nhA41Mb/FM8pnhuDxAIsWkWLZ6dPAxImkZSYZJEs+mbGGGSWfADy59JytabtNEfmM1/PJWW57pPX4\nsFY+WdutE7QCDyiqZZ+Dhs9k2nZbWqTeJ1lZmhp1TpN8ttCwCVPkM0+DfGaA0E0qnqSM0BiwAa+P\n7oqv7EUiwBtv4JVpQIOFVGSdNmfqK6dZAM52G+ggJKC8nJAA9pjXAWe7tReYmsGUDnA9n8VQXxhv\n3IjtDPlMKulWxoQJZLEmE/clS8x/FmVl5Hl6eoA33yR/G+7kE1Dv+8xi5TM3Jxc5FtL4HwgHsOcU\ntfMPBcstEDW2q+d0nD0pOOXzDy+TXimZgO7dy+88TMlnDGmfNo0ohAcO0Gu5KFLbrUiv9xm13eZQ\ngmda+dSb8ZlK260QjF0TJYrGRuDtt3GyQMAASNSoz+VLveJspOdT7vc8/3z6t6i+T7XQoaYBusOZ\nns8MQrbeAkT1THYdk5cH7wClPqbJZ4ROZsg4+XTT14sJHIpyanLk0zPW3AtF93z28UIBN2alXYoO\nHtbkk1WEHFAln/059L+UdOCQSdutFpmr9FYaex860CSf7dQOkhLlM0NqIhs8tGo64ltvN2/G6c4G\n3L+Mfr93zroTNsvwsY3JiLHdAglZbzny6Rr83q6RBSORl0Oq/q25QPOu2NChk5+tw0mSEo7cnNzU\nHIuCQNVPwLzlVoasfn5VlE9Ave8zi5VPQeDn722rp4Pkh4LlFjCvfPYM9CgWLLvVjuKiUcDq1ZSA\nLlnCE1CTjp6hAk757G0ixHPmTPKHnTvJv21tpICUn4+uIF1EZtJ2W5RToGwnSz7DkXDKkm6BKPJp\nB9DUpL2zGbzwAhAM4ugV85U/pbzfEzDW88mGDcm48EJe+VQJHWqKUMXrjPKZQcjk0+kEbrst+ecT\nBHgF6gIzTT4FKglmmnwWFNI1u6btVhLLajtqlbsqCitgCvn5KO6na+24ymdbiAgkxeY+iyFFPuPa\nbvuJtaovh1E+kx21YjZwSIXM2WAxL3lrgLu45gGRelLBbe2mFwgz5NNtdyM3J9aKWelLDVnWw03n\n3ASrQCT7TRVAzZ712ju//jq+uwxodZI+nTGeMXhi6RMZeJeZR0zgEJBQ6BBHPnMHfyC2RbBw6lP1\nwS38Dj092NFMCxDnjjg3dcUFdiZYsuRTxleBfEYrn52dJNI9N1eZJZZtYK21204Mf/LJzVvLLyej\np5xOQkCvuCKWgA5T5ZNVo5TPLdp6K50/I2NGo3uAkk+5KJYJsIVA02m3UeSzpr1GsZX78/xJzx2M\nIZ/RSdeJQBSBP/4RAFBzKW2jSItryeMhNtquLvUWle5u8juw2YBzz6V/nz4dFQN0vcgu3AEAAwNo\nstHnO6N8ZhCVlcArrwBvv52y0ESvjRabzJLPFoFGzmZ0zicAj5eqi3q2W7aAYpqDCAJ8TJEsuueT\nddqUd4E4w0zO5R5S5NOQ7TaVo1bMBg6pNKGPc5Qhx5qjsrd5OGwOFDjIARG2AG2dp4FQiLuAmSGf\nQKxaW+GpUCWk6UBpXikum0BJwUsNa9R3jETw+uersHoq/dNzVz+X0Wp1JhHT8wmYHrciiiLf85mf\nHRdLru/z9H7+zm3bsKOMhoCkJGxIxtKl5AR5wQVkQHUiYMknE/gxrBGtfLKqZ5bO12X7Pj878Zmy\nPRRtt4bIJ7MQ4EZkOZ3EIs4S0H37hi355EaR9UoF2WjyKTlHeivobzc3J9dwSF8qUMhcoxNWPqX5\nwmy2xNSSqWqPMIW0kM9Nm4j1ecQI1FTQa1vK+z0BsgCWCYqa9XbHDtLCM2MGn4FgtaKiYoZyM0b5\nbGhAE1OfOKN8Zhg33cS7l5KE107X9K39JpXPnKCynXHbbTE9v8fYblPZ8wmg2EGvD9Fpt8mOWQGG\nGPl0290QQBY8PXYgdIJZiMu220RGrWil3ZoNHFKx3VameMHDXWBdIlBTg1aRmrPZhZcRsLM+gcwH\n+LDBQy86D0JUCR1qWv8evnsBJdh3zboLl56VuhNRtiGu7dYg+ewN9iIUIYEaziDgLMqOiyXX9xk4\nQWZnyojq90xJ2JAMj4csgD78MPHnOOssQmAB0kNqstI3JBGtfGZxv6cMVvmU5x8CQ0f5ZK8jRshn\nfSft+R+ZH2WFlgno5ZcTAnrRRYQMAMOOfMYEDgGaymfXGHrdy2TYEAAUMX1bydpuuX7PJC23QJrI\np6R64vbbUdNJSV1ayCcQv++TDRuKwtiZi5XtmMChkyfJbHUJZ5TPoQ1WpDGjfPZ3t5PfBQCrYDU8\n1jBVKPDTsY0dgQ5+vczwlVAkxF0XxnjMj3v0McQ6Wvk82c30fHYiofXAkFo9WQQLr36eZvrfZNut\njX4ZppVPrbRbg7ZbtRNS5ahpxt6DQcT0fe7ciVaGY5tWPqOswpkmn9dMukYJezhYMIDtNRtj9vne\nhw8pVcdRBaPwy0t/mcm3mHHI6jYAdAW6yKwmkz2fMTM+s2Shyc36LIoA1dXKbXHjJ1zSbUrChlgU\nFAAugwUpNQgCSd4DvhqWWyC+8pmlUCvA2Sy29PSYpQGFzkLFbt410IW+YPzUUS7pNpp8AoSA/vWv\nlID+v/8nvdDw6vlUVYwnTSIjZY4fJ8ewnHRbTu1ymQwbAoBCxoViynYrijTtVlI+uaTbJMOGgDSQ\nz/Z24PXXyfadd+Jo21HlrrSFBcbr+1QLG5IwZvE1yvbxjuNK8RYAwieOo4Uhnz5XZu2WZ5BaeN30\nN2iGfLbUUqdBcW4xaXHIIJxlo2CXDstQJKRY7gFwTs36zm9G2/AAACAASURBVHqERRIENMI9wjgX\nYuApKIFVMqJ1D3QjEKLiXIztdrgrn0CUJbGV6fmUlU8rJZ9J93yatN3arXYuRh0AJqa42h5DPrdv\nT458Rqm1mVYHcnNyccPUG5Tbqzb+nrv/r1+uxqsOOqfv2aue5QoQwxE2i01ZBIgQ0RXoMm27jSGf\nKeqVSBac7bYYwB4pjXRgAMf2b0Gz9PPxODyY4J2Q+TeoB7l3dNaswX0fmcJQVD5VyOf4ovEpa39I\nNwRBULeQaoBLui3QKAqwBFRGlhSkUgW2+Kt8ZlYrMHs22d6+XSGf3WX0fJjp9o3CQqq6mlI+T50i\nRXafTymIp3LMCpAG8vnyy0BfH7F8n3UWatpqlLvSVgzSGrciiuphQxJcs+bC30PIRFgMc9bC1vrD\nECWeUeQsGjLnkjNQh9dD171myGfz8YPKdqYttwAAvx8ehqZwoUOMWMbaxk2HDUkQvD5u1idrvf3K\n2W6BqDCW9lN0NqSsfFpoz1jSPZ8JpAKWOvmKWKqSbpXnz00v+RyMuZms9fbVuvcRDBMrZktvC+57\n+x7lvttm3IYrKq/I+PsbDLBFlvb+dtO222xVPiu9lYp1/mgREPjic3LH559jh4/+/maXz4ZFyMLT\n07e/Dbz/PvCjHw32O8kMopVPmXxms/KpMstzqFhuZZjp+9RVPmXIBPQK6Rw6LbWunMFGtO02Ikpr\nAdZ6K9tuS6i7JOO22yJauDFFPlWSbqubqXMkFcqnw+pQQgAHbMBAY4POI3QgW27vugudgU5l0WoR\nLAlZAQ1Bi3zW1hIyXVys7lyxWlEBet1le+aaTlPF9ozldujDy/wGzZDPEyfp701rWkRa4fejgCWf\n/Srks7Aw6X5PAJqzPoPhoHJNEkSgrBvD33YLRPXDCQM0PCEQQMhCgngAcnKT573pQk/5NGi7BQB/\nPt9Dmerk2Bjl8/PPh7TtFgAurLgQI0EWA02RLqw5QoKHHvjgAZweICeGEZE8/OqyX2X8vQ0WYmZ9\nlpSQ47StjST26SBblU9Xjks5GUYswOGDn5I7ovs9y1PY75lKCAJZvLszu2AdNEQrn7Ltdogpn18Z\n8qmlfMpwOoH33gPq65Mf1p5l4AL5xDA9B7LkU7bdFlGHUsZtt17622nrM2G7jSKfR9qOKLa7MneZ\n6Wu/GgRB4Mh4T8upxJ9s505g1y5y7Vm+HFuOb4EIIhbM8M+A3WpP9u2qQ6vnk1U9NeySFR6qErHq\nUVMLLfqeCRsa+vD4RkKQdKvOQKcieOihtvmwsm16dmYq4PVyyieXeKtFPhN9n9GzPqW+z9M9p5Xf\ncWnQjpwIvhrKJ2e7ZRNvAwH0RYUNGfZjp1D59BfSNCq7kIPRBaMNP9YIYshnT0/KlM98e35MAFEm\nYLVYcUvZJcrtF794Ee8efBervlil/O2Z8x5VVTSGK7je5v4OcrEcJR1bBtTPbFU+AT519ICceLtx\nY3r7Pc8gMbDKpygOXeVziCTdyjBFPjsNKp8yBCGrv79kwBKDmHErn32mHL/dBdQVlXHbrTc1yufa\nI2uVu2aVpa4NgLPetp2Os6cOZNXz1lsBpxOb6jYpd31tzNcSf149aPV8xgkbkjGWTbxlQocaO6nN\n8IzyOfRhKS5BEUOsjP4Oj3XQzI1E7axJwWKBJ0KLNqq228JCblRQypRPyXbL9Xv2SBTyq0A+OUXI\nAboY6u/nkm5NNdiqkc9AgFh5bTZTISWlBfRLmFA0PuUR7twsM6l4mwz5ZH9A55Sek/EGahkr59+r\nbL994G3c8w61237zSC6uueqhwXhbg4YY2y1gqu8zW5VPAP9/e/ce3MZ13wv8uwBBkAAIkACfoihS\nD0qqI9uxJcuyYtmKZbU3sp04ba02vZ44tmtNrhM3TRp3MmmbSRpP4/HctlNPPcl4pq84TeK0ceLI\nj8aOYyaSHT+Ua0t+yXpQpB6UaFJ8gA8QBAHcPxbY3QMsQLwW2AW+nxmPFiAgHFOHy/3t73d+BxsD\nmnWfjmngwgXEDorBp2kzn7XG5ZKzvIuL8h6fzHyWhbC8IkvwGY1FcWFWzU6taDLvv0s5CGtlkx1v\n+/rkbNjFi0A0CnR0YCamNurwOMpbxeBLqWqJxqK5vTEl+Nx/bL/ypZv6byrZ+LTB+Ox09vXGGc3N\nyes9AeBP/xQAcOC02kxwx6odeu8qjUxlt1maDSX19qs3PYfOvqUcK3MJzHxWhUAAfk3wmWvp7VBY\nPdcWHNQVyWtTYxsl8xmPC5Wa2sxnwUGy3y+s+UxmPoX1ntOJc1dNlN1qL8oboF4MhcPCHp85NxsC\n1K1WtN1utc2G8gjItJnE/rbSl7CmZj5jkhh85psd3Ny1GXdcfgfWtKzB13d+vUSjzN+ll92Iy8fk\nQH1haQHnZ+W1Ju2zwMMdd5p2T0GjpJXdAur+lIODOu8QmTr4TG069IMf4IRtCsHEObXV1WrceiDK\nXzL7ef68/B9g7uCzyjKfo7OZs0+jc6NKV8NWVyucdU7Dx2Zmuk2HJEnNfgLAqlWYWZxRHpY782m3\n2eFdVH+fCdmLbDR7fM4uzuLFoReVL928/uaSjU/IfM5eVPtq5OO//ku+WbVtG7BpE8JLYWHPXUMz\nn3rBZygklwCnzoUUfZomSMNn1GZOY4vq71MGn1WgwOBzOK7Og0oFnz67+vOprPmcnweWluREWX29\nUDJeqsynXvDZPR6Rt5xry/9nwnrBZ0OGstuFBaHstujMZwEltwBwRZda/rK9Z3te781FavA5Uy+v\nnQPkXxr5rqOQJAn/fuu/4+Sfnazs3pmShNun0+/QfPtpIHDbpyswoMoSysuTJ5j16+U/339/2feb\nuew2Lfh85JG09Z6VysCTjuS6z3fekX/BBQLqOdOEUjOfzQ3NlrtgFM7z85kzn3mX3Fa5jBnjlOBz\ndlFdN1/uNZ8A0BVWf08fGjmU25uS26ysWYPnTz6Pxah8s/zS9ktLWgIoBJ+IADMzWV6dgabREAD8\n9vxvlfWpa1vWoqsp/zK9nOmt+XzjDfnctWkT0JT531v7fRyaSZRYzs5irE69NmTZbRUoNPNZr0Zj\n2vXB5eTV3CxTblyl7PF5JqhWxxU8zgwNh9I63XZ0yF3F82S54FObEZpKWfO5kLLmM2fZgs88mg0B\nwJ7+PXj4fz2Mb370m/j81s/n9d5cCGVF7uJKbs3mT/zXQ9OsGHvfBn5/vjfrncpqJTTWSgaSGxLZ\nG4sHn8KazwAQP3mS6z3NLJn5fOMN+U+TrxdMzXxuCGyw3M2MXNd8apsNrfSuzPi6WiFkPjWlksLv\nkJ4eefuqhHJ3uwWAPRNqV/wfvfOj5d+wsCBf69jtQE+PUHJ7y/pbSjq2ordbefdd4KWX5HL9P/oj\nACjfek9Af81nli1WtLQX6qdtiT22R0Ywptnj02o3skhHS0vewWdocR6jjXKViV2yL9/czSA+ze83\npexWE3yOzIwoe9R2uDvyqwLVSm04FJIzn9rfOStmUHAVlOWCTyEjlLLmU1t2W3TmM889PpNskg33\nXX0f/vq6v4bL4Vr+DXkKNAaUrSomGtV1n4D1g88Vl27HpxPbPq6KNuGfnwHwh39YcyW3QIay2zyC\nT20pV7PUIK9dNokOd4fycxxsAC54gNc153Gu9zSZZObTKsFnSubTaiW3QO7B59ngWeWYmc8s3zcT\nld0CwN5ZNch54r0nlu+2OTQk/9nbi5jdhqePP6186ZYNJgs+/+Vf5D8/9SmlK3jZ1nsC+mW3OTQb\nAuS5kLyOWrQDF44ekoNPzXWWdo6RRdXVwa9p3JNL8Hn67NvK8UrvStTZKnNN5XOrN66UqrhSb7MC\n5J75LKDZEGDF4DO17Faz5lPIfOYT7Zew7NZodptd2Nz2mGZbUasHn7jsMnznKeDXL/bhzcfcaJsH\ncNttlR5VReg2HFq3Tq6vHxpK78ycQsh8OrxZXll+kiQJpbdvtwNvaM5fzHyaTGrm08TrPQHA5XAJ\n22xZrdkQIG6BlTXzGcxjm5UaIOz1Oa/JfHZ2qt3Ce3oqXnZ7dV0vViVO0ZMLk3jh1AvZ36BpNvT6\nudeVOdHmaiv5zTptA6a8g89wGPjud+Xje+4BAMTiMbx0+iXlJTt6yxR8Tkyo61VzaDaUJGy3cuCp\n9Mwny26rgl9S7yjkEnwOnXpTOa7Uek8A8PrU+ackGTTNhrTrPYsqx/f5dLdaEdZ81lLwma3stiRr\nPpMnqwL2+CwX7Z23o2ocqtvl0VI+9CE4YxJ2/GoILUMX5O6uW7dWelQVIdxkSZ5gnE65c2MsBpw4\nof/GBCH4bDDfHNYGnz/dCMwnYoXupm5j1wNR/pKZz2SzIZNnPiVJEkpvrRh8pm4ZEs/Q9EXY45OZ\nT7EbfGrQ/pnPyBdK114rZD4rUXYreX247V318bKlt5rg86ljTylP37T+ppJ31Nd+P2acyC/4fPJJ\nYHwcuOwyYIt8E/HdsXcxuSDvZ9rubke/v7R7n6dpbJR/V4bDciOWs2fl/3w+tXooC21gMXzk12mZ\nT5bdVge/Q73plEvwOTyi/sBWZJuVBF+Len2kV3Zbkj0+AcBuR2udmrhQtlph2W2i7PaDD4BIJG2r\nlbzWfNrtckYpHpdbsQOmzXwCmYNPy2c+3W45u5d02201WXILpJTdLmi6IW5MBG3LlN4KwafLfPNC\nGxA8vkl9nllPE2pPKTMzeeYTENc/bmrflOWV5tToaFQyckuxpYz70AnBJzOfYk+E+ZRtQr75TblS\nqrNTWPNZibJb+HzYqzZTxU+O/kRpIKRLE3waud4TKLLsVttoKPG7+8CwWnJ77aprjV9/LUli6e2r\nr8rHV18tX+ctQ5v5HDp9BLFzZzGuyXxqK8/IuvxO9RprYiGHzOe4esO/qKCuSL5W9Tyv13CoZGW3\nAAIN6rXj+Pw4FqILyu+iurgkl+XWSuZTyAi57XLAeP58cVutAOmltwU2HCoH7d3dqgo+AfmOaVKN\nltwCGcpugZzXfQrBp8d8d2q1mc+Lml/sXO9pQh0d4mOTZz4B4Bs7v4GNrRtx//b7LbnmE8ht3Se7\n3YqEstu5zHtUVrrsFl4vrjoH9Mbl8/zUwhR+MfiLzK9PBJ+ne7w4PCo3Rqi312P3mt0lH1rBweep\nU8Dzz8vXUrffrjx98Iym2VCPwc2GkrTBZ47NhpKEzGdsElOHDiKauFL2Or01v51RtdBeL+eU+ZxR\nO8hWtOy2Tb2xqrvmc3pI+Xqx42z2tCpNQIPhID4Iq+eCrkUnbHHUTvAplN02Ju6gjYykZT7zKrsF\n0oPPAhsOlYO2nfzxdrXkpqqCzxouuQUylN0COQWf8XhcCD59XnMHn1rMfJqQBTOfN6+/Ge997j08\ntPuhSg+lYDkFn8x8CrQ3Zsfnx+VupToqXXYLnw8SgL3zq5WnHn/n8cyvTwSfTzvV9Vw7+3YakrUt\nOPjcn8jI3nqr0F1dm/k0fL1nknbdZ47NhpKE7VaagbH3fqs8Zslt9fB71PNrTms+NYFXRctuO9TP\nXrbstsjg0+YXt6QZnFP3mO+eS4SPNVl260j8Yjl3Lm3NZ15lt0DmzKcZg0/NRUkEUeW4KoLPj39c\n/rf48z+v2ZJbIEvZbQ7BZ2gphEhM7p7oXAIa/ObrzrfWvxZ2KX2tEoNPE7Jg5rMaLBd8BsNBJYPX\nUNdg/TX/JVBvr1euEaLxKCZDk7qvq3jZbWLP5r0vXFCe+unRnyK8pNNILh5X9vjcP6MGQkaU3AJF\nBJ+//rX85403Kk+dnj6t7Dnodrjx4c4Pl2qY2SW3W7lwAfht4nt29dU5vVXIfDZDXO/JZkNVw+/r\nVI5zCj6h3tCvZOZT6HY7nzi/JZJlUW8TzkyrGdpVvlXFfVhKx9vBWTX4XDGViD1qJfPZUNeAervc\nInnRFpOznefOFbfVCpA582nCsttMrb6rIvj88IeBUEgOPmtYTmW3GZqQmHmPz6R6ez3WtKwRnlvd\nvBoBVyDDO6himpvVrXrq6oA2XoCVg/Y8Pzo3mvb11JJbq+1lapRcMsYVL7u98UZg3Tps/n8XsNoh\njzcYDuK5k8+lv3Z8HJidxVzAi1+eVbOIN6+/2ZChFRR8xuPAgcTYdqjZTW3W85qea8q3PUUy8/nL\nX8p7pG7YoAakyxC63frAPT6rlN+vZuyWCz7DS2GcdywAACRIFd1T2etUmwClrvk874kriYc2Vxvc\n9e609+clZa/Pk3MnleMV42E5QZR6czpHlgs+JUkSL8yTHW9Tt1qpkcynVlUEn4A8oWv8QspT74FN\nkn88Q0shdR+4zk6gqQmYnJQvSnSkBZ85/tItt9TSW2Y9TcpmU0tvu7pyatpBxVsuiGLJrT5tdiqt\n6RDkZQkVL7u12YAvfEEuvT2m3jX/0bs6XW8TJbe/2BpAOCpfn2xq32RY9qWg4PP4cfl17e1KVhcQ\n9/cs23pPQA0+n3lG/jPHkltArjpK3pCYrwfe08SbDD6rR0trj3I8GZrMWKIPAGeCZxBPXJJ2uzqV\nBFglNDmbICXyDnPREKKxqBKvDDWokWJJzg8pmc9Tc6eU4+4g5J/3AveQt+RVhLAezgl5zWcxW60A\nQH1iMjH4JBNIvcmi3OGSpGVLb62Q+QTSg082GzKxZPBpgfWe1WK54PNs8KxyXMk78WaTuk1NqtBS\nSLnQdNqdcNgdaa8pi898Ru56+5x6E+HJo09iYWlBfF0i+Nzfr1a63NxvTNYT0Ak+x8fVXQAy0WY9\nNTeOD55Wmw2Vbb0noAafFxJlzXkEn5IkCRfur2tOeSy7rR51re3wJn7U4oiLy5tSDE+o5aa9/tUZ\nX1cONsmGpph6zgqGg2rwaVcrOkoVfAY0wef5hfPK8Yoi9vgELBp8CuvhkpnP1K1WCu12u5hod86y\nW6ow7U2WfDreMvNJJZcsreF6z7JZNvPJTre6hO1WdDreCiW3lVjvmeTxAPfcgyvOA2sX5YBvZnEG\nPz/xc/F1g4OIScDTzer/yy0bjFnvCaQEn42JHQUmllkTp1Nye3H+It4Zk/eTqbPV4eru3NZclkTq\n77w8gk9AbCjzuuZHi5nPKhIQm+lkK70dOv2WctzXUtngEwC8ktpxeTo8rcQrw6Vel5qS+dSqyeAz\nU9ltSdd8MvNJFSZkPvNoOmTV4HPzis0VGgkti5nPsutwq2tpli27ZfCpELZb0Sm71TYbqkjJrdZ9\n90Gy2/FHr80pT6WV3g4O4rddwAWb/JpWV6uhgZwQfDYkLhGXK73VCT5fPvOycnxl15XFrz/LR0DT\nO8DtBjblt9evdh/Hc+oSO2Y+q0kewefw+feUY+2a4Erx2dWFyELmM6Ke70oyzpQ1n1orZlDU9YA1\ng8/Uslu9zGcxaz6jUSCYaGHcVME7oxl4nV44bGKpkNPuzP//mUxNyPDnsd2KVcpuL22/VFk8v23l\nNmEhPZnMqkTXvDVrsr+OSoZrPguz3PdNu96zIs2GtFatAn7/97H3LbWk9mfv/wyhiHZ/g0Hs12xV\nu6d/D+y29E7hpZJWdgtkDz5HRuTS4KYm4PLLlae16z13rCpjyS0gBp9XXZX3urRMW2kw81lF8sl8\nXlQb7VSy022Sz6FpOrQwrQafIbV7ttGZz+4gai/z2ezU7PXprQfm5oCxMXGrlULLbsNhYCbxy8nr\nBezGneQLJUlSWvbT3+hnt8MqU+1lt03OJjz1qafwlY98BY998rFKD4ey+cIXgH/6J+Cuuyo9kprB\nstvCLNdwyDRlt0lf/CIuGwXWT8qXY7OLs/ifE/+jfn1wEE+pPXwM22IlSQg+6xJNWLIFn8ms5/bt\nwvWSdr3ntavK2GwIEIPPPEtugcwX7sx8VhGXC/6wGgJlDT5n1fX1Zgg+vZprw+DsuBy31NdjaOa0\n8nxJxhkICGs+k1yxOnjDqL3gU8h8tifuAJw5I2Q+iyq7NXHJbVJq8NnSaM7sFhUu416f/f3ynydP\nApFI2vuE4DMsyWuLTGpH7w5868ZvYZ1/XaWHQtm0tQF/9memXANfrfyNfqXj9eTCJBaji8LXmfnU\nt2zm00xltwCwbRukrVux94jabVMpvV1cxNnpM3gjcY3nsDnwu2t/19DhNDoaIUG+kR2yRRGVkD34\nTO7vqSm5DUVCODRySHn8kZ6PGDHUzLQ3XAsIPjOVLDLzWUUkCX6ocULWsttFdf5nyoqXk8+tzu/p\nCbkJUKzZh9PTavBZknFmyHyuWKyXzxA1V3arXQvnT9Q+x+PCms+8S1C13W5N3GwoSS/zSdVFt9st\nALhccrnW0pKy+biWEHza3TW/bQ2RFdltdrS6WpXH4/Pq1kqRaASjs/LenxIkdHkKvwNdbYQ1nzoN\nh0xVdgvI5+cvfhF731Gf2v/+fsxH5oHTp/GUpsvt9X3XG748wSbZhPWZc8ttt6Kz3vO1c68p+w1u\nbN1Y/oyh369uCXV1/utjM5bdMvNZVfw2dZ5nCj4j0QjOQj1nrPKtMnxcy/E2qb8Xpqfln80LXU3K\nDcpWV2tpbqy1tOiu+Vwxl/jZqrXMpzYjNOVT71yUJPO5uGjJzCeDz+ojNNbSlt0CWUtvheDTYYI7\n+0RUkExZvAuzFxBHXHlNxbYLMSFtgKCX+TRd2S0A/MEfYFN9NzYmYuW5yByeOf5M2Utuk3Le63Ny\nEnj7bfnm/datytMVXe8JAA4H8I//CPz938t7Y+epzdWWlsBwO9xwOVwZ3kFW5K9Tb+RkCj7PzZxD\nLLGxZqejJf/YwgC+ZnVOB4Pyz+ZQh7r3aMmaItXVodWWfg3ZPbEkH9Ra8CmU3XrUiLNkaz4ZfJIJ\nZCy7BXIPPp3mncNElF2m4JMlt5lps8UXQxfTNo8Xym7NcnPO4YD0+fuE7OeP3vkR5k8exQuanR1u\nXm/c/p5aOQefL70kb8WydSvQoF6UVzz4BORlAl/6UkFvlSQpLfvJrGf18WuusSYW9IPPoakh5bjP\nY479lIWy23F5PepQQA2ASrkutcUdgBQXn1sxntggtYAbO0nWDD615YiN6v9CybZasWLZbQODz2oj\n3GQJFxh8ci0wkWVpz/PJMluAzYayqbfXKzfuYvFYWkZDKLs1S+YTAO65B3tPqvv3PXXsKfzs9PNY\nSFzXXNJ2Cda0lKfbdM7Bp07J7VJsSdhmpezNhkok9QKe6z2rj9+lNqbKlPkcnhpWjnsDaw0fUy60\npffTF+U1n0OaPEMpg097SwAtKaW3K4IAWlvV5YoFsGTwKZTd1keV45JttcLMJ5lAScpu3YG0rxOR\nNbS79DOfZ4Nq98WVXnPcjTeTbE2HhLJbM6z5TPL78aGb7sQlieGGlkK43/aC8uVyldwCxQWfR0aP\nKN/j7qZuU3QHLURq6SIzn9XH71HPE5mCz6Hx48pxX/t63deUm/baMDgj1+oPe5aU50r6M6fTdKjY\nbVYAiwafQkbIpnb7rKXMZ+pdOAaf1SfjPp9A7sGntz3t60RkDTmV3TLzmSZb0yHTdbvV+sIXhNLb\ns/VqyqFcJbdAjsHn/Dxw6JDcMGn7duXp1C1WrLoFXFrwycxn1fH71LLRjMHn+aPKcV/Lat3XlJsQ\nA81PAgCGnAvKc6UOPlObDq2YQY0Gn9qyW6jf8AWu+aQqknGfTwBYuVLuevvBB+p8BRCPx4VAtbm5\n8Jp8IqosIfic55rPXGXLfJq27BYANm7EbYH0MtVAgx/XrLymbMMQgs9GOxAMAgsL4otefVXe6uvy\ny4Ub9aZY71kCLLutfi1+dauQjGW3E4PKccka+RRJKLtdkqsMhurUio6SjlMn87liBkVtswJYNPgU\nym6X1G94qJiy22TtMrvdkkkIN1lSGw7ZbMD6RAmIJvu5sLSgtNt2LgENfmY+iayqw9OhHAuZT675\nzErIfM6LmU/Tlt0mXPLZr2HTqPjcnvU3wW6zl20MQvAZSHyPxlK2rdEpuY3H42mZT6tiw6Hq19LW\noxxPhCYQj8fTXjM0p55rzVJCLpTd1sUQk4BhqEmIku5F6vcjoBd81mLmUxv1B8NBxNvlk0JJtlqx\nStmtm2W31S5r2S2gW3orlNwuAGhhwyEiq2K328Jk225Fm/k0XdktANx4I/aOib/fy1lyC4hdgGdb\nEnshppbe6gSfJydP4sLsBQDyBfKm9k2GjtNIzHxWv8bWLjQmVu4txZaEG1MAEI1FcSai7q9shj0+\ngZSy2wZg1A2EIa/59Df6S7sXcErmsyXmROMSajP4dNgdcDvkE2IsHsPsqk5EbEA08X9jl+z573tm\nsbJbl8Ml/OJk8Fl9Ustu0+7KJYPPo0eF1yU1L0DebJuILEkv+IzH48x8LkP7fcu25tN0ZbcAIEm4\n7Yb7lId1cQm/t/b3yjoEIfPpS1SRaYPPpSXgN7+RjzXB54FhteR2e8/2smZrS63T04l6u9rNk5nP\nKhQIwK9Zz5haejsyM4IlyFs1tcENd727nKPLSCi7dQLDBnW6BZC25nNFOPEzUYtlt0DKhXlPW3FZ\nT8BywScA7Fq9CwCwunk1enw9y7yarKahrkH55bcUW0JoKWXVdy6ZTwafRJaVGnzG43FMLUwp5wK3\nw13au9xVQpul0q6VBcxfdgsAGz/zZXzuSAMaIsDXwtuE651y0Abls02JayNt8PnGG8DcHNDfL+z1\npy25tfJ6TwCwSTYh05W61ImqwDLB5/C0ZpsVp3n+/YWyWydwyuDgU5v5XDGbaCBWi5lPIGU9XJdf\n6HSbd7MhwHJltwDwH7f+B37wBz/AgTsPoM5Wt/wbyHKE0tvUdZ/LBJ8+lt0SWZrb4Vb6FywsLWB2\ncTat5Naq3USNlDXzafayWwBobMQ/X/0NzP4d8Ddb7y/7xwuZT3fi4kobfOqU3AIpzYZ6rR18AsCn\nL/s0AGBDYAOu7LqywqOhkmtpyRp8Dk0NKcd9TeZJ8DjrnHDaEokJO/CeJilf8qZIfj+2jKgPrzmT\nqMCr1eBTuChv9wnNhmol8+lr8OGPN/0x1/xUsax7amGi+AAAG5ZJREFUfSYbDp04AUSjaa9h5pPI\n2iRJSst+suR2edoSydSGQ6Yvu026/37YT58Bbr217B8tBJ+uROnsMsHn6Owojk/IeyLW2+uxZcUW\nw8dptL+5/m9w7PPHcOT/HOEN/mpUVwf/kpq5mlyYFL4sBJ+t68o1qpxoK16OqH3pDMl8fvgC8NMD\nK/G5Nffi/ucTadBaDT6FstuAS9xmJd9Ot4Da7dZCmU+qfsLC8tSmQ01Nct19OAwMy+UhbDhEVF1S\ng8+zwbPKY9541JdtqxUrlN0CkPfPXLlS/rPMhODTmfj8ZPAZi+kGn9qS263dWwtLAphQf6BfWPtJ\n1cUfV+dpWtmtJvjs7fqdcg0pJ75GNTlmdPAJAJ94O4JPNe2GJxSVrysbivv5tm7wqS277WgWym6L\nynxOTcl7VzU0qM8RVUjWslsgrfRWCD6jDvWmChFZkjaQGp0bFcpuVzatrMSQTC/QGFCOL85fRDQm\nV4aEl8KIxOT2lnW2OgYVGWiDz5m6RJldMvg8ehS4eFHOfKxZo7xO2GKlx7pbrFBt8dvUJkJpZbfj\nJ5Tjvs6NZRtTLrQx0ClNjqHkwWcygTExgfrxROffIrOegIWDT2Gvz94OLPzfB5XHRa35TJ5gTV5y\nS7Uha9ktkD34tBXwc0BEppK17JaZT10OuwMtDfJFUxxxXAxdBCCu92yqb+J62QyEzKdd3sJBuTbS\nZj0137+XzrykHFfDek+qDX6HWr6alvmcHFKOS76WskiZGs2VfJwNDYDLBUQicJ1L/O4pstMtkGPw\nOTo6ih2a8oq7774b27dvxwMPPFD0AAolZD7DQYS2b1UeF1R2mww+RxO7O7PklkxAnOd5Zj7rTFxS\nRkQ5SQs+Z7jmMxd6TYeEklszr/esMCH4lBIbIeoFnxrJ9Z4AcEXnFYaOj6hU/A1q2lAbfMbiMQzP\nqZ12epvNFXzqdcBubmg2pjN2ovTWNTQkPy5H5nNychJ33HEH5ubmAABPPPEEotEoXn75ZYyMjOD4\n8ePL/A3GSF0Lt7C0oDwuqux2IjH5mPkkE8i77DasCT65BQOR5WUNPpn5zEjbdCi57lPbbMi0nW5N\nQAg+Y2H54IMPgHhcN/gMhoPKjU+n3YkOj2YRGpGJ+V1qib42+BydHcViXL7x0hKtN92WVnrjKXnJ\nbVIi+HSfOiU/LkHwuWz7Lrvdjscffxyf+MQnAAADAwPYu3cvAOCGG27AwYMH0d/fL7zn0UcfxaOP\nPgpADl4HBgaKHmiqD86pTQTeHXwXrkmX8nhuai7vz3SfOIGrNI8nYjEcMWDcZD2zs7OGzOFcTJxX\nT4aHjx3GQEQcR8PkJLYBCL/1Fn4zMIDBkUHla9KirWLjJnOp5Bym4lwcvagcv33qbaED4/Dbw5g/\nPq/zruqT7xyW5tWS0IHXByANS3h7+m3lufhCnD8TGYyHx5XjiflJLDU2oi4Uwuv/9m+46vRpRDwe\nvDQ+DiS+f6fmTimvb61vxa9/9etyD9n0eA42p/BcFEjcaxk8P6j8G70z/Y7ymhURt+n+7WbGZ9Ke\n80Q8hozzcpsNLQAaB+Xry+NzczhX5OcsG3x6vWJ0PTc3h+7ubuVrJ06cSHvPvn37sG/fPgDAhg0b\nsHPnzqIGqefckXNA4qPdATfWrV8HvCs/Xtm1Mv/P7BDv1PlXrzZk3GQ9AwMDFZsLh185DCT2OW7u\naE4fRzQK3HUXnOPj2Ll5M2wnbECiW3hv12pcwzlMqOwcpuJETkbwd0f/DgAQbghjKiJnmGySDZ/c\n/cma2QIi3zl8yewlODAuZ+na+9qxc+tOLJ5cBN6Uv97d1s2fiQyC4SDwiny8iEXUdXUBg4O46vRp\nAIDj+uuxc9cu5fWh4yHgkHy8odOYaz6r4znYnN488nNg8ucAgJgzpvwbnX/rvHKuWN/UY7p/uxdi\nL+An534iPLdl3RZjxrlmDfDmm3CPyGXI/dddh/4iPyfvhkMejwehkLwr6+zsLGKxWFEDKJRQdrsw\njVBE3Sm2qDWfSSy7JRMQym711nza7cC6xP5Tx46Jaz49bemvJyJL0ZbdHhk9ohx3ejprJvAshN52\nKyy7zY3boXYAnVucQ6w98bvkxz+W/0xZ73l6+rRyvMq3yvDxEZWK3692DNeW3Q5PDyvHvV7zzelK\nlN3aEvvJV6Tb7ebNm3HwoNxS+/Dhw+jr6yt6EIUQut0uTCG0pAafRa35TGLDITIBYT9bvW63gLDu\nUwg+m7nuhsjqtEGUtmEOmw1l1+ZSb76NzcsNh1K73ZI+u82u3MSPI45QZ2Jd3NuJsuVswacJL9SJ\nMvG3qfNVG3xqlzf0ta0r55ByotdYyLCmSIngU1GCbrd53za99dZbsWPHDoyMjODZZ5/FK6+8UvQg\nCpHaBVTbcIiZT6oWwjzXazgEKMFn/P2jmHJogs+W4u9OEVFltbpadZ9ns6Hs9BoOCd1uGXxm5an3\nKDf1Z9uboeRCGxqALVuE154OMvNJ1uRu64YjCkTsQGgphFAkhEZHo5j57P5QBUeoT3ttmGR05lNR\nzsxnchGr1+vFwMAAtm3bhhdffBG+CmUIU7uAastuS5L5ZPBJJrBs2S2gBJ8Lx97FYnQRAFC/BDT4\nmfkksjqH3QF/oz/teWY+sxO2WklmPll2mzOh422r5jrv6quB+nrhtSy7JauSWlvhV8MHTC7ITTOG\nNHt89vVdXuZRLa8SZbfyB3vlfT+LlHfZLQC0tLRg79696OzsLHoAhUotRxQyn44SZD5ZdksmkFPZ\n7caN8tdPHVWeal4ApEBA//VEZCnaQCpppXelzispSVt2q6z51Jbdcp/PrITgM6AJ1FNKbgFgeErN\nEjH4JEsJBITgcyI0gXg8jmFN2W1vwPxltz6nT0hWlJQ2+CxByS1QYPBpBp56DyTIrdTnInNCOU1B\nZbcOh/iYmU8ygWX3+QSUzOfUuZPq+xYAtLTov56ILEUv+GTmMzsh8zknZz5Zdps7Ifhs1mQ6UoLP\naCyKs8GzymMGn2QpLhf8C+q2TBOhCYzNjyEUlRNa3ojNuKCuCKllt4ZlPQEx+CxByS1g4eDTJtmE\nyH90blQ5LqjsVpLEUhIGn2QC2tKKYDiIWFynu3RzM9Dejimo2f/mBaTX6RORJekGn1zzmVUgZfP4\npdiSkPlk2W12QvDpTVxT2e3ANdcIrzs/ex7RuNwFs83VVljlGVGlSBL8MfXafyI0ITYbirghSZLO\nGysrtezWsGZDAIPPVNrI/8LsBeW44JOftvSWZbdkAnW2OqXtfRxxYc2SYMMGTGqmPTOfRNWj3cXM\nZ77qbHUINMoBaBxxXJy/KJw/WXabnRB8dvjlm/Mf/SjQJH7fuN6TrM4fVy+eJkITQhl5r82c11Gp\nZbd9vj7jPoxltyLtN18bfBaU+QTE4JOZTzKJXJsOHdT83u+bhrwwnIgsj5nPwmg73o7Nj7HsNg9C\n8NnklLdZefzxtNcx+CSr89vVuZ6W+Www564B2qWHAMtuy0p7US5kPgtZ8wkw80mmlOten/vXqw/3\nnPcANkv/eBNRQodH7FztdXpZNpqD1KZDLLvNnRB8Ls4C/f26SzkYfJLV+R3qjfqJ0IS4zYpJ9621\nSTahesPQ4NPlUpclMvhM3+szqejMp80GePiLicwhl70+h/qa8Xbi+tS5BNw4k54pISJrSs18suQ2\nN6lNh1h2m7u04DMDBp9kdf4GtbQ2LfPZ3l+BEeVGe21oaPApSeqNJ5bdptc8JxW85jMZ2Tc3y99s\nIhPIpex2f4N6p27XIOD2cpsVomqRFnyy5DYnqZlPlt3mjsEn1Qq/u1U5Tst8dn+oEkPKyZ7+PQCA\ntS1rsal9k7Eftm4d4jabXAFRAnUl+VsqpNmpvy6z6LJbltySieRSdrt/4hXl+JZjAALsdEtULZj5\nLIyQ+ZwfY9ltHnINPoULdZ+BHTeJDOJvakdys4CLoYti5nPt5soMKgeP7HkEf3Lpn+DyjsvhsDuW\nf0Mx/vu/8dv9+7GFmc/Mmc+iy27ZbIhMZLmy22A4iIHhXymPbzoGbrNCVEUYfBZGaDjEstu8MPNJ\ntcLfrK5jPDlxUpnvrkUg0G3eslu7zY7req/LGAuVVEcHZtetK9lfZ+3g01nislsGn2RCy5XdPnfy\nOURiEQDAh88DPUFwmxWiKuJz+uCwqXe2V3pXVnA01qEN2kdmRxCOhgHIzToKrpCqEULwGdEPPoPh\noFKN47Q7hWCfyCr8AfV8qs3k9805ILFxoyEs/V3VXpRrFZ35ZNktmYj2Jote2e1Tx55Sjm85ljhg\n5pOoakiSJARSXPOZG+2az8HJQeXYU+8x5cbxZpJL5vPM9BnluMfXA5tk6UtKqlH+Nv2Mfd+Su8wj\nqR2WPlNkbDhU7JpPZj7JRLTzPLXsNhqL4unjTyuPb3k/ccDMJ1FV0XYzXNuytnIDsRBtJk4bfLLZ\n0PJyCT5ZckvVwNuxCrZY+vO9djZuNIq1g88MZbfMfFI1yVZ2++q5VzE+Pw4A6Kz3Y/P5xBeY+SSq\nKt/Y+Q1c1nEZ/uKav8CH2s3bgdFMtNni+ci8csz1nstj8Em1wtbahpaF9Of7GkuzpyWls3a32wxl\ntyXZaoXIJLKV3e5/f79yfPPaPbDFvyc/YOaTqKrsWrMLhz97uNLDsJRAYwASJMQRF55np9vl5R18\nehl8kkW1tMAfAi66xKd7eUPFMNbOfOqU3dolO+psBcbULLslExLKblMyn/uPqcHnLZf9oRp0MvNJ\nRDXObrMj4EovnWPZ7fK036OMwWeQmU+qAnY7/Iv2tKf7OjZUYDC1wdLBp17ms+CsJwBccon856WX\nFv53EJWYUHarWfN5avIU3hl7B4Bcan7j2t3Azp1AQwOwfn25h0lEZDrapkNJLLtdXr6Zz95m7vFJ\n1uWPOdOe6125qQIjqQ2WDj711nwW1T79/vuBCxeAXbuKGBVRaWUqu9VmPXet3gWXwwU8/jhw9izQ\n0VHWMRIRmVHqHqkAy25z4a5XO33OLs4iHo+nvWZ4St2WgplPsjI/xNihIQJ09DH4NIqlg8+GugZh\n77PkcwWTJF60k+lkKrsVSm7X3yIfOBxAgB3aiIgA6O49ybLb5dXb61Fvl/tgLMWWlD1Sk6KxKM4G\nzyqPe7w9ZR0fUSn57eINqd5pQOrmllZGsXTwKUlSWultUWW3RCbkqfco+6fNR+YRiUYQDAfxq6Ff\nKa+5ef3NlRoeEZFp6ZbdMvjMSbbS2/Oz5xGNRwHI32Nee5GV+evFSsre2TrAzX0+jWLp4BNIbzpU\nVOaTyIRskg1ep1d5PB2exnMnn0MkFgEAXNF5BTedJyLSwbLbwmULPrnNClUTf4O4Q0BflOcII1k/\n+ExZ91nUmk8ik9LO8+mFaf2SWyIiErDhUOEYfFKt8Ltbhce9di5fMpLlg8/UsltmPqkaaef5xdBF\nPHP8GeXxLRsYfBIR6dHLfLLsNjcMPqlW+L1iv5e+xq4KjaQ2WD74TC275boDqkbaef7cyecwPj8O\nAOjydOHKrisrNSwiIlPTazjEstvcMPikWuFvEYPN3pbVFRpJbbB+8Onkmk+qftrM52NHHlOOb15/\ns9KMiIiIRLqZT5bd5iTX4LPXxz0+ydr8AbFbc18790o3kuWvWtO63XLNJ1Uh7U2WYxePKcdc70lE\nlBm73RYuW/A5PM09Pql6BNrVGyj1S0BXz+9UcDTVz/LBJxsOUS1IneeAnOXftWZXBUZDRGQN/kZ/\nWnUIy25z43Gw7JZqQ6BrLW5K3Ne/6w3A1r2ysgOqcnWVHkCxuNUK1YLUDD8A3LjmRrgcrgqMhojI\nGuw2OwKNAYzNjynPsew2N5kyn8FwEFMLUwAAp92pu66WyFICAez/PnDaB6yaBvAdbl9nJMtnPtPK\nbtlwiKpQ6k0WgCW3RES5SA2OWHabm0zB55npM8pxj6+HfQfI+lwuSA0N6J0GJEkCOjqWfw8VzPJn\nDDYcolqgV3Z7U/9NFRgJEZG1pDYdYtltbjIFnyy5paoUSOzt2dEBOByVHUuVs3zwyYZDVAtS5/mV\nXVei28uyECKi5aQ2HXLXuys0Emth8Ek1JRl8rlhR2XHUAMsHn1zzSbUgdZ6z5JaIKDfazKen3sMy\n0RzlEnxymxWqGsngs5s39o1m+TNwWrdbrvmkKpQ6zxl8EhHlRpv5ZMlt7jIGn0FmPqkKMfgsG8sH\nn6nliMx8UjXqaupSjrubunFl15UVHA0RkXVoM59sNpQ7lt1STWHZbdlYPvj0Or3CY675pGq0yrcK\n92+/H+sD6/HInkfkbmxERLQsbbdbbrOSu0zB5/DUsHLM4JOqxt69wObNwCc+UemRVD3L7/PpsDvg\ncrgwH5kHwLJbql4P7X4ID+1+qNLDICKylNXNq5XjLk9XlleSll7wGY1FcTZ4Vnm+x9tT9nERGeKG\nG4BDhyo9ippg+cwnIJbesuyWiIiIkq7suhL3bb0PW1ZswV/t+KtKD8cy9ILP87PnEY1HAchraXnD\nn4jyZfnMJyA3YxmZGQHAslsiIiJSSZKEhz/2cKWHYTl6wSfXexJRsaoi87m6RS2p4d6HRERERMVh\n8ElERqiKzOcDH30AsXgM1/dej3X+dZUeDhEREZGlNdQ1wCbZEIvHEI6GEYlGuMcnERWtKoLPK7qu\nwLP/+9lKD4OIiIioKkiSBE+9B8FwEAAwF5lj5pOIilYVZbdEREREVFqppbcMPomoWAw+iYiIiChN\navA5PM09PomoOAw+iYiIiCgNM59EVGoMPomIiIgojTb4HJkZwdTCFADAaXeizd1WqWERkYUx+CQi\nIiKiNE31Tcrxe2PvKcc9vh7YJF5CElH+eOYgIiIiojTazOc7Y+8ox9xmhYgKxeCTiIiIiNJog893\nx95Vjrnek4gKxeCTiIiIiNJog8/3xtWyWwafRFQoBp9ERERElEYbfM5H5pVjBp9EVCgGn0RERESU\nRht8ajH4JKJCMfgkIiIiojQMPomo1Bh8EhEREVGaTMFnj7enzCMhomrB4JOIiIiI0ugFn22uNjQ6\nGiswGiKqBgw+iYiIiCiNXvDZ28w9PomocAw+iYiIiCiNXvDJ9Z5EVAwGn0RERESURjf49DL4JKLC\nMfgkIiIiojTMfBJRqTH4JCIiIqI0DD6JqNQYfBIRERFRGgafRFRqDD6JiIiIKI3L4Up7jsEnERWD\nwScRERERpbFJNrgdbuWx0+5Em7utgiMiIqtj8ElEREREurSlt6t8q2CTeOlIRIXjGYSIiIiIdKUG\nn0RExWDwSURERES6GHwSUSkx+CQiIiIiXQw+iaiUGHwSERERkS4Gn0RUSgw+iYiIiEjXVSuuAiB3\nvv1Iz0cqPBoisrq6Sg+AiIiIiMzpK9d+BT2+HvT7+7GhdUOlh0NEFsfgk4iIiIh0uevd2Ld5X6WH\nQURVgmW3REREREREZDgGn0RERERERGS4goPPu+++G9u3b8cDDzxQyvEQERERERFRFSoo+HziiScQ\njUbx8ssvY2RkBMePHy/1uIiIiIiIiKiKFNRwaGBgAHv37gUA3HDDDTh48CD6+/uVrz/66KN49NFH\nAQCTk5MYGBgofqREFTI7O8s5TJbGOUxWxzlMVsb5S1ZXyjlcUPA5NzeH7u5uAIDX68WJEyeEr+/b\ntw/79smd0TZs2ICdO3cWN0qiChoYGOAcJkvjHCar4xwmK+P8Jasr5RwuqOzW4/EgFAoBkCPhWCxW\nksEQERERERFRdSoo+Ny8eTMOHjwIADh8+DD6+vpKOSYiIiIiIiKqMgWV3d56663YsWMHRkZG8Oyz\nz+KVV14p9biIiIiIiIioihSU+fR6vRgYGMC2bdvw4osvwufzlXpcREREREREVEUKynwCQEtLi9Lx\nloiIiIiIiCibgjKfRERERERERPlg8ElERERERESGY/BJREREREREhmPwSURERERERIZj8ElERERE\nRESGY/BJREREREREhpPi8XjcyA/weDzYuHGjkR9BZKixsTG0tbVVehhEBeMcJqvjHCYr4/wlq8tl\nDg8NDWF8fHzZv6vgfT5ztXHjRhw6dMjojyEyzJYtWziHydI4h8nqOIfJyjh/yepKOYdZdktERERE\nRESGY/BJREREREREhrN//etf/7rRH7J582ajP4LIUJzDZHWcw2R1nMNkZZy/ZHWlmsOGNxwiIiIi\nIiIiYtktERERERERGY7BJxERERERERnO0ODz7rvvxvbt2/HAAw8Y+TFEJTM9PY2Pfexj2L17Nz75\nyU9icXGR85gsaXR0FFdccQUAnovJmu69917s378fAOcwWcvk5CT27NmDHTt24LOf/SwAzmGyjtHR\nUezYsUN5rDd3i5nPhgWfTzzxBKLRKF5++WWMjIzg+PHjRn0UUcn853/+J770pS/h+eefR2dnJ374\nwx9yHpMlffnLX0YoFOK5mCzpwIEDuHDhAm655RbOYbKcxx57DLfffjsOHDiAmZkZPPTQQ5zDZAmT\nk5O44447MDc3B0A/niv2nGxY8DkwMIC9e/cCAG644QYcPHjQqI8iKpl7770Xu3fvBgCMjY3he9/7\nHucxWc4vf/lLuN1udHZ28lxMlhOJRHDPPfegr68PTz75JOcwWU4gEMD777+PqakpnDlzBkNDQ5zD\nZAl2ux2PP/44vF4vAP14rthzsmHB59zcHLq7uwEAXq8Xo6OjRn0UUcn95je/weTkJHp6ejiPyVIW\nFxfxt3/7t3jwwQcB8FxM1vPd734Xl1xyCf7yL/8Sr732Gh555BHOYbKUa6+9FsePH8fDDz+MjRs3\nIhwOcw6TJXi9Xvh8PuWx3jVEsdcVhgWfHo8HoVAIADA7O4tYLGbURxGV1MTEBO677z7867/+K+cx\nWc6DDz6Iz33uc2hubgbAczFZzxtvvIF9+/ahs7MTt99+O6677jrOYbKUr371q/jOd76Dr33ta9i4\ncSO+//3vcw6TJeldQxR7XWFY8Ll582YlDXv48GH09fUZ9VFEJbO4uIi9e/fiW9/6Fnp7ezmPyXJ+\n8Ytf4JFHHsHOnTvx5ptvYv/+/ZzDZCnr1q3D4OAgAODQoUMYGhriHCZLmZ+fx1tvvYVoNIpXX30V\nX/nKVziHyZL0roOLvTaW4vF4vNQDBYBgMIgdO3Zg165dePbZZ/HKK68IaVwiM/r2t7+Nr371q7j8\n8ssBAHfeeSf+4R/+gfOYLGnnzp342c9+xnMxWcrMzAzuuusujI6OIhKJ4Ic//CE+/vGPcw6TZbz2\n2mu48847MTw8jGuuuQY//vGPeR4mS9m5cycGBgZ04zlJkoqaz4YFn4DcMen555/Hddddh87OTqM+\nhshQnMdkdZzDZHWcw2R1nMNkVXpzt5j5bGjwSURERERERAQYuOaTiIiIiIiIKInBJxERERERERmO\nwScREREREREZjsEnERERERERGY7BJxERERERERnu/wPKLoaGxeDjZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b907540128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 画图\n",
    "colors = ['g-', 'b-']\n",
    "ln_x_test = range(len(x_test))\n",
    "y_predict = model.predict(x_test)\n",
    "\n",
    "plt.figure(figsize=(16,8), facecolor='w')\n",
    "plt.plot(ln_x_test, y_test, 'r-', lw=2, label=u'真实值')\n",
    "plt.plot(ln_x_test, y_predict, 'g-', lw = 3, label=u'SVR算法估计值,$R^2$=%.3f' % (model.best_score_))\n",
    "\n",
    "# 图形显示\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.grid(True)\n",
    "plt.title(u\"波士顿房屋价格预测(SVM)\")\n",
    "plt.xlim(0, 101)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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